{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Kaggle LANL Earthquake Prediction Exploratory Data Analysis\n",
    "### Kevin Maher\n",
    "### Regis University MSDS696 Data Science Practicum II\n",
    "### Associate Professor Dr. Robert Mason\n",
    "#### May 2, 2019\n",
    "#### Spring, 2019; In partial fullfillment of the Master of Science in Data Science degree, Regis University, Denver, CO\n",
    "  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Introduction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Presented here is an Exploratory Data Analysis (EDA) for the Kaggle Earthquake Prediction Challenge (Rouet-Leduc, et. al, 2019).  The modeling and machine learning portion of the project may be found in a separate Jupyter notebook within the github repository (https://github.com/Vettejeep/MSDS696-Masters-Final-Project). The goal of the project is to predict the time that an earthquake will occur in a laboratory test.  The laboratory test applies shear forces to a sample of earth and rock containing a fault line.  We note that these are laboratory earthquakes, not real earthquakes.  The simulated earthquakes tend to occur somewhat periodically because of the test setup, but this periodicity is not perfect or guaranteed to the modeler attempting to predict the time until an earthquake in the test data provided.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The training input data consists of an acoustic signal that is over 629 million rows long.  Each acoustic signal value is associated with a time-to-failure, the time when an earthquake happens.  The test data consists of samples that are 150,000 samples long taken from earthquakes different from those in the test set.  There is therefore likely to be a need to examine the data in 150,000 sample chunks that represent the test signals."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The signal is recorded at 4MHz which is an extremely high sample rate for an acoustic sensor.  A complicating factor is that the signal is recorded in bins that are 4096 samples in length.  There is a 12 microsecond gap between bins.  This means that there are 46-48 samples of lost data in each gap depending on how the gap is interpreted.  The location of the gaps are not given to challenge participants (Rouet-Leduc, 2019).  Given the noise level of the signal it would appear to be impossible to attempt reconstruction of the missing data.  Further, there are not the same number of missing samples in each of the 150k long test sample files because 4096 does not evenly divide into 150,000.  Because of the difficulty in reconstructing the missing data, or knowing where it is, it has been decided to proceed with continuous signal processing techniques even though that is not strictly perfect."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Publication"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In an effort to comply with both university and Kaggle requirements, this Jupyter notebook is being published on GitHub and on Kaggle. The notebook was designed for a university course. It has not been tested in the Kaggle environment.  Images and pre-run charts may not display on Kaggle.  Some of this may be fixed   This discloses my code which is being submitted and shared to my professor and class for grading.  The machine learning model notebook for this project will also be published in the same manner."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test Environment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Designed and run in a Python 3 Anaconda environment on a Windows 10 computer.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.7.3 (default, Mar 27 2019, 17:13:21) [MSC v.1915 64 bit (AMD64)]\n",
      "pandas: 0.24.2\n",
      "numpy: 1.16.2\n",
      "scipy: 1.2.1\n",
      "matplotlib: 3.0.3\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "import scipy\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "print(sys.version)\n",
    "print('pandas:', pd.__version__)\n",
    "print('numpy:', np.__version__)\n",
    "print('scipy:', scipy.__version__)\n",
    "print('matplotlib:', matplotlib.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These are the needed library imports for problem setup.  Many of these libraries request a citation when used in an academic paper.  Numpy is utilized to provide many numerical functions needed in the EDA (van der Walt, Colbert & Varoquaux, 2011). Pandas is very helpful for its ability to support data manipulation (McKinney, 2010).  SciPy is utilized to provide signal processing functions (Jones E., et al, 2001).  Matplotlib is used for plotting (Hunter, 2007).  The Jupyter environment in which this code is presented and was run is a descendant of the IPython environment originated by Pérez & Granger (2007)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import os\n",
    "import time\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scipy.signal as sg\n",
    "from tqdm import tqdm_notebook\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define some constants for data location."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "DATA_DIR = r'd:\\#earthquake\\data'  # set for local environment!\n",
    "TEST_DIR = r'd:\\#earthquake\\data\\test'  # set for local environment!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the data, this takes a while.  There are over 629 million data rows.  This data requires over 10GB of storage space on the computer's hard drive."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(629145480, 2)\n"
     ]
    }
   ],
   "source": [
    "train_df = pd.read_csv(os.path.join(DATA_DIR, 'train.csv'))\n",
    "print(train_df.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets validate the test files.  This verifies that they all contain 150,000 samples as expected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "150000.0\n",
      "150000.0\n",
      "150000.0\n"
     ]
    }
   ],
   "source": [
    "ld = os.listdir(TEST_DIR)\n",
    "sizes = np.zeros(len(ld))\n",
    "\n",
    "for i, f in enumerate(ld):\n",
    "    df = pd.read_csv(os.path.join(TEST_DIR, f))\n",
    "    sizes[i] = df.shape[0]\n",
    "\n",
    "print(np.mean(sizes))  # all were 150,000\n",
    "print(np.min(sizes))\n",
    "print(np.max(sizes))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A basic time series plot of the raw data.  Because of the length of the data, the plot samples every 100th data point. These plots are very common on the Kaggle site's kernels section, this one is taken from Preda (2019).  Earthquakes occur when the time-to-failure signal (blue) jumps up from very near zero to a much higher value where that new higher value is the time to what is then the next quake.  There appears to be a short term high amplitude oscillation very shortly before each quake.  But, there also several similar such peaks that occur nearer the region centered in time between quakes.  Signal noise seems to increase as time gets closer to failure, though there is also a drop after the big peak.  A signal's standard deviation may prove to be a helpful predictor.  The region just after the big peak may be especially hard to predict."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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Z6uvriUajtLe3j/uZ6+vr9/tu9vl9RERERELOzDqdc5Gg4xiP7hCE0He+8x2OPvpolixZwoYNG3j55Zd58sknefOb3zzU5Wbqovyxxx4bKrU/7bTTaGlpoa2tbcxlH3XUUTz44IN85jOf4fe//z21tbXjxvLQQw/x7ne/eyhRGJkMADz66KNccMEFAJx11lnMnj173M+S7mcWERERkfzTOATjmaAkPx+WLVvGgw8+yBNPPEFNTQ1NTU10d3fjnBu1l53R7vCYGWVlZQwODg5NS3XXedhhh/HUU09xzz338NnPfpa3vvWtXHnllWPGM9Z6R1tnup8l2/lEREREJPd0hyBk2tramD17NjU1Nbz44os8+eSTALzhDW/gkUceYc2aNYBXxQbgzW9+M7fddhvgXVjHYjFmzpxJQ0MDTz/9NABPP/300Ps2b95MTU0NF1xwAZdddtnQPDNmzGDPnj37xXP66adzxx130NLSss96hxsew7333svOnTvH/SwA5eXl9PX1TTifiIiIiOSX7hCEzJlnnsl1113HokWLWLhwIUuWLAEgHo9z/fXX8653vYvBwUHmzJnDAw88QHNzMx/60IdYtGgRNTU1/PCHPwTg7/7u77j11ltZvHgxJ5xwAocddhgAf/7zn7n88sspKSmhvLycH/zgBwBcfPHFvP3tb2fu3Lk8/PDDQ/EcccQR/Nu//RunnHIKpaWlHHPMMdxyyy37xHzVVVdx/vnnc+yxx3LKKaewYMGCcT9Lan2LFi3i2GOP5aabbhpzPhERERHJLzUqHkGNVsNNv4+IiIgUEjUqFhERERGRUFNCICIiIiIyjSkhEBEZS3Mt53zxNt567SNBRyIiIkXKzG4ys21m9vyI6R83s5fM7C9m9vV8xqBGxaNIt6tNmVrTtb2LBOvZjlnQ0T7xjCIiItm5BfgucGtqgpmdCpwDLHLO9ZjZnHwGoDsEI1RVVdHS0qKLz5BxztHS0kJVVVXQocg01d03EHQIIiJShJxzjwIj+3X/R2Cpc67Hn2dbPmOYtncI6urqWLZs2X7TnXP09fXtM6iXhEOqq9R169YFHYpMFwuvhme9f3923yMcPENlKCIikrEyM1s+7Pn1zrnrJ3jPYcCbzOzLQDdwmXPu//IWYL4WHHatra00NTUFHYaIhFnzOdRwE51UUd9wOE1HzQ06IhERKTz9zrnjM3xPGTAbWAKcANxhZkmXpyosKu6S6euhL0FzbdBRSMglbAsAq7erHYGIiEyZjcAvnedPwCAQy9fKpu0dgrH09fWxceNGuru7gw5FxlFVVcX8+fMpLy/PfiGPfiN3AUnRqqEHgNXb9x/IUEREJE9+DZwGLDOzw4AKYEe+VqaEYISNGzcyY8YMGhoa1NNQSKUaGG/cuJFEIhF0ODJNrNqhhEBERHLPzH4MNAExM9sIXAXcBNzkd0XaC1yUr+pCoIRgP93d3UoGQs7MqK+vZ/v27UGHItPI6u3t6pJYRERyzjl3/hgvXTBVMagNwSh0wg8//UYy1fZ099PS0Rt0GCIiIjmnhEBEJE2rtqlhsYiIFB8lBCGza9cuvv/97w8937x5M+9+97tzvp5ly5bx+OOPZ/Senp4ezjjjDBYvXsxPf/rTMee78sorefDBBwFoampi+fLlY84rUggOrqsGYI3aEYiISBFSG4KQSSUEl1xyCQDz5s3j5z//ec7Xs2zZMqLRKCeddFLa73nmmWfo6+tjxYoV4873hS98Ieu4+vv7KSvTZinhMq+2mq27e1ithEBERIqQ7hCEzBVXXMGqVatYvHgxl19+OWvXruXII48E4JZbbuHcc8/l7LPPJpFI8N3vfpdvfvObHHPMMSxZsoTWVm/U61WrVnHmmWdy3HHH8aY3vYkXX3xxn3WsXbuW6667jmuvvZbFixfz+9//nnXr1nH66aezaNEiTj/9dNavX7/Pe7Zt28YFF1zAihUrWLx4MatWreILX/gCJ5xwAkceeSQXX3wxqcbvH/zgB0dNYqLR6ND/P//5z/ngBz84NP+nPvUpTj31VD7zmc/Q0dHBhz/8YU444QSOOeYYfvOb3+Ts+xXJRmmJkaiPaCwCEREpSiqKHcfV//sXXti8O6fLfN28mVx19hFjvr506VKef/75oVL4tWvX7vP6888/zzPPPEN3dzevec1r+NrXvsYzzzzDJz/5SW699VY+8YlPcPHFF3Pddddx6KGH8sc//pFLLrmEhx56aGgZDQ0N/MM//APRaJTLLrsMgLPPPpsLL7yQiy66iJtuuolLL72UX//610PvmTNnDv/93//NNddcw1133QXAP//zP3PllVcC8IEPfIC77rqLs88+O6vv5a9//SsPPvggpaWlfO5zn+O0007jpptuYteuXZx44omcccYZRCKRrJYtkgvJeISXXt0TdBgiIiI5p4SgwJx66qnMmDGDGTNmUFtbO3QBftRRR/Hcc8/R3t7O448/znnnnTf0np6engmX+8QTT/DLX/4S8C7uP/3pT0/4nocffpivf/3rdHZ20trayhFHHJF1QnDeeedRWloKwP3338+dd97JNddcA3hdwa5fv57DDz88q2WL5EIiFuGBF7bSNzBIealuroqISPFQQjCO8Uryg1JZWTn0f0lJydDzkpIS+vv7GRwcZNasWRPW85/IRN16dnd3c8kll7B8+XIOPvhgmpubJxzdefgyR847vPTfOccvfvELFi5cmEXkIvmRjEfpH3Ssb+2kMR6d+A0iIiIFQsVcITNjxgz27Mm+WsLMmTNJJBL87Gc/A7yL62effXbC9Zx00kn85Cc/AeC2227jjW9847jrSV3Qx2Ix2tvb02r4fMABB7By5UoGBwf51a9+NeZ8b3vb2/jP//zPoTYJzzzzzITLFsm3ZNxLWldvV8NiEREpLkoIQqa+vp6TTz6ZI488kssvvzyrZdx2223ceOONHH300RxxxBGjNso9++yz+dWvfjXUqPg73/kON998M4sWLeJHP/oR3/72t8ddx6xZs/joRz/KUUcdxbnnnssJJ5wwYVxLly7lne98J6eddhpz584dc77Pf/7z9PX1sWjRIo488kg+//nPT/yhRfKsMebdFVizQw2LRUSkuFiqFHa6iUQirqNj/5K+lStXqq56gZj0b9Vc6z+25SYgKT7NtZzXcyXlyZO5/aNLOO6LD/CW1x3A0r9bFHRkIiJSIMys0zkX6p5RdIdARCRNyXhEVYZERKToKCEQEUlTIhZhtaoMiYhIkVFCMIrpWo2qkOg3kiAk41F2tPfS1tUXdCgiIiI5o4RghKqqKlpaWnTBGWLOOVpaWqiqqgo6FJlmkjGvCuiaHao2JCIixSOwcQjMrAp4FKj04/i5c+4qM0sAPwHqgKeBDzjnes2sErgVOA5oAd7jnFvrL+uzwEeAAeBS59xvs41r/vz5bNy4ke3bt2f/4STvqqqqmD9/ftBhyDST9McfWLWtncUHzwo4GhERkdwIcmCyHuA051y7mZUDj5nZvcCngGudcz8xs+vwLvR/4D/udM69xszeC3wNeI+ZvQ54L3AEMA940MwOc84NZBNUeXk5iURi8p9ORIrOgroaSktMdwhERKSoBFZlyHlSrfPK/T8HnAakRrn6IXCu//85/nP81083b+jbc4CfOOd6nHNrgFeAE6fgI4jINFNRVsKCuho1LBYRkaISaBsCMys1sxXANuABYBWwyznX78+yETjI//8gYAOA/3obUD98+ijvERHJqWRMXY+KiEhxCTQhcM4NOOcWA/PxSvVHG2Uq1brXxnhtrOn7MbOLzWy5mS3v7+8fbRYRkXElYhHW7OhgcFAdD4iISHEIRS9DzrldwDJgCTDLzFJtG+YDm/3/NwIHA/iv1wKtw6eP8p6R67neOXe8c+74srIgm0+ISKFKxqP09A+yaVdX0KGIiIjkRGAJgZnFzWyW/381cAawEngYeLc/20XAb/z/7/Sf47/+kPP6Br0TeK+ZVfo9FB0K/GlqPoWITDfJuLoeFRGR4hJkMflc4IdmVoqXmNzhnLvLzF4AfmJmXwKeAW70578R+JGZvYJ3Z+C9AM65v5jZHcALQD/wT9n2MCQiMpFUQrB6eztvPiwecDQiIiKTF1hC4Jx7DjhmlOmrGaWXIOdcN3DeGMv6MvDlXMcoIjJSPFrJjMoyVusOgYiIFIlQtCEQESkUZkYirp6GRCR9V/7meZ5Y1RJ0GCJjUkIgIpKhxniU1ds1FoGIpOfWJ9Zx/g1PBh2GyJiUEIiIZCgRi7C5rZuuXjVXEhGRwqeEQEQkQ0MNizVisYiIFAElBCIiGUrGooC6HhWRzOzp7gs6BJFRKSEQEclQIpbqelQJgYikT8cMCSslBCIiGaquKGVebZUaFotIRnRXUcJKCYFIkHath5fuDToKyUIyHtVYBCKSERUiSFgpIRAJ0g9Ohh+/N+goJAvJeIQ12ztwzgUdiogUiFUqRJCQUkIgEqSe3UFHIFlKxiLs6eln+56eoEMRkQKhNgQSVkoIRESy0DjH62lI1YZEJF1rdrQzOKi7ihI+SghERLKgnoZEJBOxaAXdfYO8urs76FBE9qOEQEQkC/Nqq6ksK1EjQRFJS2r8klU6ZkgIKSEQEclCSYmRiEVUZUhE0pIa4Vxdj0oYKSGQtPX0D/DJn65gQ2tn0KGIhEIyHtEdAhFJy5wZlUQqSlXNUEJJCYGk7flNu/nVM5v45x8/E3QoIqHQGI+yYWcXvf2DQYciImFnRjIeVZUhCSUlBJK22upyQAOriKQkYhEGBh3rW1XiJyITS8QiukMg+zGzm8xsm5k9P8prl5mZM7NYPmNQQiBpM/Me93T3BxuISEgk437XozrBi0gakvEIm9u66O4bCDoUCZdbgDNHTjSzg4G3AOvzHYASAhGRLKUaCaphsYikIxmP4pwaFsu+nHOPAq2jvHQt8Gkg74NXlOV7BWFVV1fHsmXLgg6joGxp31tP+t4HH6a6zAKMJgcWXu09BrkdhCEGGdvCq2l7ZT6lO3eOebyYWWH84blXeK3bMLWxiUhBWbd2LfVdpQDc9cif2HrgtL0Em47KzGz5sOfXO+euH+8NZvY3wCbn3LNm+b/emrZbY2trK01NTUGHUVBWbW+Hxx4BYP5rj+Wo+bUBRzRJzed4j+e3Te8YZGzN5/C9nispP/BkmpqWjDrLa198gi7naGo6aYqDE5GCcd/dHNLQwHmnJLnq8d9SPecQmpoODToqmTr9zrnj053ZzGqAfwPemr+Q9qUqQ5KV1TvUsFgEoHFORLf/RSQtNRVlHDizSu2OZCKNQAJ41szWAvOBp83swHytcNreIZDJ0cFMxJOIRWjp6GVXZy+zaiqCDkdEQi4Zj7BKhQgyDufcn4E5qed+UnC8c25HvtapOwSSFTWiFPEkY15PQ6uUJItIGlIDGjqX93aiUiDM7MfAE8BCM9toZh+Z6hh0h0CyorEIRDypnobW7OjguENmBxyNiIRdMhZlT3c/LR29xKKVQYcjIeCcO3+C1xvyHYPuEEjG6iMVrNnRodINEeDguhrKSkyjj4pIWlKFCKu26Zgh4aGEQDKWjEfo7B3g1d3dQYciErjy0hIW1NewRlWGRCQNjf6AhuqMQMJECYFkLFVnWhdAIp5kLKKet0QkLfNmVVNRVqK2eBIqSggkY0O3O3UwEwG8Er+1LZ0MDKoanYiMr7TESNRH1BZPQkUJgWTswNoqaipKdTAT8SViEXr7B9m0syvoUESkACRiEXXfLaGihECy0lCvg5lIStKvE6xqQyKSjmQ8wvrWTvoGBoMORQRQQiBZSsZVZ1okJVWNTkmyiKQjGY/SP+jY0NoZdCgigBICyVIyHmXjzi66+waCDkUkcPWRCmZWlanrURFJy1BbPBUiSEgoIZCsNMYjOAfrWlS6IWJmJONRdSMoImlpTPXWpzvt6fnrb+H29wQdRVFTQiBZSfWjrIbFIp6kGgmKSJpqa8qpj1TomJGu2/8f/PW+oKMoakoIJCsNMb/OtEpERQBonBPl1d3ddPT0Bx2KiBSAZFyFCBIeSggkK9HKMg6YWamDmYgv4SfJqjYkIulIaEBDCRElBJK1ZCyqg5mIb6inISUEIpKGZDzKjvZe2rqj42mdAAAgAElEQVT6gg5FRAmBZC91u9M5jc4q0lAfwUztakQkPUndVZQQUUIgWUvGo7R19dHa0Rt0KCKBqyov5aBZ1apGJyJpSapzDgkRJQSStaQaFovsIxlXNToRSc+CuhpKS0yFCBIKSggka6k602t0MBMBvCR5jarRichw6x4fdXJFWQkL6mpUiCChoIRAsjZ/dg0VpSWs0sFMBPCS5I7eAbbu7gk6FBEJg7WPwc1vH/NljV8iYaGEQLJWWmIcUl+jg5mIL+mPPqoSvwx07YJ1TwQdhUh+7N4y7suJWIQ1OzoYHNRdxbTo7mveKCGQSUnEImoQJeIb6npUSXL6fvxeuPlM6OsKOhKRKZeMR+npH2Rzm7Z/CZYSApmUxjlR1rd20j8wGHQoIoE7cGYV1eWlhZsQPPJ1WP/k1K5zy3Pe4+DA1K5XJARUiCBhoYRAJiURi9A34NiwU6UbIiUlVtijjz78ZbjpbUFHITJt7E0ICvSYIUVDCYFMSmOqp6FCvQASybHUgH0iIhOJRyuZUVmm7rvTpTYEeaOEQCZlqBGlLoBEAK/XkI07O+npVxWYzOhEL9OPmZFQIYKEQGAJgZkdbGYPm9lKM/uLmf2LP73OzB4ws5f9x9n+dDOz75jZK2b2nJkdO2xZF/nzv2xmFwX1maaj2ZEKZteUs0oHMxHAayQ46GBdS2fQoRQGs6AjEAlUYzyqKkMSuCDvEPQD/+qcOxxYAvyTmb0OuAL4nXPuUOB3/nOAtwOH+n8XAz8AL4EArgJeD5wIXJVKImRqJHUwm5QBZ7yyTd9fsVCd4AK3bSW8dG/QUcg0kohF2NzWTVev7ipKcAJLCJxzW5xzT/v/7wFWAgcB5wA/9Gf7IXCu//85wK3O8yQwy8zmAm8DHnDOtTrndgIPAGdO4UeZ9rxGlLpDkK3/GXgLZ3zzEZ5a1xp0KJIDiZifEGifKEzfX+J1hSoyRZJDbfF0zJDghKINgZk1AMcAfwQOcM5tAS9pAOb4sx0EbBj2to3+tLGmyxRpjEfZvqeHPd19QYdSkDa7egCeWNUScCSSCzOqypkzo5JV23RyF5GJaUDDTKitUb4EnhCYWRT4BfAJ59zu8WYdZZobZ/po67rYzJab2fL+/v7Mg5VRDZWIqh1BVhLmjWSp7694JOMR9byVKfUeItOUzqHpUFujfAs0ITCzcrxk4Dbn3C/9yVv9qkD4j9v86RuBg4e9fT6weZzp+3HOXe+cO945d3xZWVnuPsg016jbnZNSYz0ArNL3VzQSsaiqDKVNJ3qZ3qorSplXW6V2RxKoIHsZMuBGYKVz7pvDXroTSPUUdBHwm2HTL/R7G1oCtPlVin4LvNXMZvuNid/qT5MpsqC+hhJTI8rJWqPvr2g0xiPs6uyjtaM36FBEpAAk4ypEkGAFeYfgZOADwGlmtsL/ewewFHiLmb0MvMV/DnAPsBp4BbgBuATAOdcKfBH4P//vC/40mSKVZaUcXFejrkcnaXd3P07VJoqCehoSkUw0+mMR6BwwAX0/eRNYvRnn3GOMfa/49FHmd8A/jbGsm4CbchedZCqpnoZyoqWjl1i0MugwZJL2NhLs4PiGuoCjKRQ60cv0lYhFaO/pZ/ueHubMrAo6nPAxUzKQZ4E3KpbikIxHWbOjncFB7bCToXYYxWH+7GrKS02NBNPRuyfoCEQCl4zvLUQQCYISAsmJZDxCd98gW3Z3Bx1KQVMVk+JQVlrCIfUR/Z4ikpa91QyVEEgwlBBITuztNk0XQJOhk0Hx0IB9IpKuebXVVJaV6BwqgVFCIDnR6N/uVJWX7JUYaphdRJLxCOtaOugfGAw6lMKg+sEyjZWUmAoR0qLjRL4oIZD07HkVHrx6zJfnzKgkUlGqEu5J8LqdU+lQsWiMRekbcGza1RV0KCJSABrjUd0hGJPGK8k3JQSSnvs+Cyv/d8yXzYxkPMoqHcyyloxFWN/SWTglyoOD8OxPYHAg6EhCKVUnWPuEiKQjGY+wYWcXvf0Fcg6QoqKEQHIm6fejLNlJxqP0Dzo27CyQEuVnfgS/+hg8+YOgIwmloV5DtE+ISBoSsQgDg471rZ1BhyLTkBICyZlkLMrmti66+1RinI2CG8yqs8V77NgebBwhNbumnFk15aoTLCJp2VuIUCDnAMkZM7vJzLaZ2fPDpn3DzF40s+fM7FdmNiufMSghkJxJxCM4p4bF2WpUt3NFxcy8Aft0ck+TGgvK9DbUW5/OoWMr3s4HbgHOHDHtAeBI59wi4K/AZ/MZgBICSY9N3KAn6R/MlBBkp7a6grpIhRoWF5FkPKoET0TSUltdTixaqUKE0aRxDVLInHOPAq0jpt3vnOv3nz4JzM9nDEoIJGcKrspLCCVikQLserRoS2wmLRGLsG1PD3u6+4IORUQKgHdXsdDOATIFPgzcm88VlOVz4WFWV1fHsmXLgg6jcJSewpbEcfASrHxhJbW7Xh51troq4/HnV3NkyaYpDjALC/1uVIPcDhZezQs7o7Ae/vSnP1HT38dzOwYKY9tsn+99h91zgv0O82nh1bS9Mp/SnTuz+k26tnqFOz//7aMkaktzHFweBLFPpNb55NNgIfiOwnBckOLRVeZtU8/CurVrWbZs87izV/f38PS2/sI4B0ylQ68EHDz2Bwq0C9IyM1s+7Pn1zrnr03mjmf0b0A/clpfIfNM2IWhtbaWpqSnoMArHzz/MqjWPA//B4a87nKbFB4062+GvPEl7zwBNTSdPbXzZaD7Hezy/LdAYdg+8Afg4J554Im3Rrfz+vhc5dsnJzKwqDy6udDx2LSxvhpP/BZreF3Q0+dF8Dt/ruZLyA0+mqWlJxm+ft3UP313xKLMXvJamY0bfZ0IliH0itc5z1kBN3dStdyxhOC4Uk+ZaOP7D8M5rg44kGM/9DP54FXA7hzQ00NR02Liz/7VkFY/c8yKLTzyJWTUVUxNjIfjC38FgP5y3Dcoqg44mG/3OueMzfZOZXQS8Ezjdufw2oFCVIUlTehl5wm9Emefttmilql2t0S3jonBIfQ0lpkaCMs0tvynoCApGMub1NFR4VUfzrSDvCkyKmZ0JfAb4G+dc3vuiVUIgOdUYj7Knu58d7b1Bh1KQhnoaKqSGxUr+xlRZVsr82TVqVyMiaRkqFFIhwrRiZj8GngAWmtlGM/sI8F1gBvCAma0ws+vyGcO0rTIk+THUbdr2duIzCvK2XqAW1EW8EuWCKB2afiU22dCAfSKSroPraigrMRUiTDPOufNHmXzjVMagOwSSU42pgVVUupGVirISDq6r0QVkEUnEIqzZ0aFqdCIyofLSEhbU6xwgU08JgaQnzT6A582qpqKsRLc7JyEZiyihKiLJeJSuvgG2tHUHHYqIFADvHKA7BKNSwUreKCGQnCotMRL1EVZt08EsW8l4lDU72hkc1IGvGDTGNAK1iKSvMR5lbUsnAzoH7FXkA5OFgRICyblkPKI7BJOQjEfo7htkc1tX0KGkSSet8SSHqtEpSRaRiSViEXr7B9m0s1DOAeHRfOdfuOa3LwUdRkFSQiBpSj87T8QirG/tpG9gMI/xFK9Ut3OhL1FWiU1aDphZSaSiNPy/p4iEggoRsnfL42v57sOvBB1GQVJCELC2zj4arribh1/cFnQoOdMYj9I/6Fjfmvduc4tSo7qdKypmRoPahUxMdYNFgL1dj6oQYTTpHSfUiUPmlBAEbOMu76L5S3e/EHAkuZPQwWxS4jMqiVaWqdu5ItIYj+r3FJG01EcqmFlVxiodM4ZJ445028ahf7ft6cljLMVJCUHAIhXeUBDFVHrYOFTlRQezbJiZN+JzoWwTKomZUCIWYdOuLrr7BoIORdIw6Izd3X1BhyHTlJn5nUsUyDkgLK49YuhfFUhmTglBSIT+miqD+uK1NeXURyq0Q05CYQxmpTYE6UrGIzgHa1vC/psKwA0DZ7Go+X627lZXsRKMwjgHhE8tXkGk2l9kTglBiBRTnTf1NDQ5yVhUJcpFZGjAPp3gxxGe49+Tg4cD8Mz6XQFHItNVYzzKq7u76ejpDzqUgjLXWgEda7OhhCBEdrT3Bh1CziRjUWXok6BGZcUlEVND8UKStC2AShklODpmjGGCglPD691QVZYzp4QgRIppA07EI+xo76WtS/Vws5FUT0NFJVJZxoEzqyZuJPjto+EHb5yaoGRM8207oIS8aGxbCf2FVeA2VCikc4Anw26ude7MnBKCEAn3jp/ZzphU6cakJIZGtw1xkhjkOAQFWL0uEUujTvDOtbD1z1MSj4ytVKWMxWPPq/D9JXDPvwYdSUYa6iOY5XgbfPlBuOYw6MvhgGchPRavb+2kt19jIWVCCUGIFNPJJzWwyqptxfOZplJNRRnzaqtCniQGZPUyuHoWbHoq6Egy4jUSbC+qtkLFTgUaRaC7zXtc/2SwcWSoqryUg2ZV5/Yu1f3/Du1boXVNbpa34U/esXjtY7lZXg4NOlinThwyooQgRIrp9vQh9TWUlphOqJOQ8C8gZYSXH/Ae1/4h2DgylIxH2d3dT0tHYVVdmDIhTJR2dvbRrxHXJSDJeMjb4q15xHtc9VCwcYxwwMxKIOy1LsJHCUGIFNPFc3lpCQvqasJ9MAs5r2F2h0qUi4QaihemDTtzWL1CJAPJWIQ123UO2NfE38XeKrc61mZCCUFIHDSrmvWtnfTlqzTqFx+FlXdl//4s6osn06kzLWNKxiPs6e5ne3vIR1wM7GRVWCfJ1IB9a5QkFxTdpZOgJOMROnoH8jDqbmEdOz3pX4PMqConPqNS+26GlBCERDIeoX/Qsb61Mz8r+PMd8NP352fZY0jEvLEIBgcL8eATvFQ7jDWhTaoCalQcZGPmSThodjUVZSVKkgtM2H+vzbu6aOtUb27FKOkXIkzYO1m6CvTYmY1ELKIqQxlSQhASxXiLKxmP0tM/yKZduuWejVRPTTqoFYfSEuOQuhpWFdE+nlvhLDgIe7XHk5Y+xIlfeTDoMCQPUtUMdczIXKPa4GVMCUFI7O2mM6wbcBZVhtSX/qTMm5UqUQ7rNhGwAqxX2xj2RoKyj7S6ig2BHnWvWJQOnFlFdXlpiO8SByDN434yFmVnZx871YlD2pQQhERtTTn1kQpWbSueHX9v6YYugLJRWmIF0g5jqi/MC/e2dyIeYX1LHtsKSU4lC6jagapmFp+SEvOrvuT4HFqAhSmZVnfaO7Cbrj/SpYQgRJLxPOz4AYpHK5lRWaY7BJMQ6nqQ06g+aq4kY15boQ35aiskOZWMR9i+p4fd3eGvo7+5TVUzi5HX/XSuzgHT55idaoMX/gK18FBCECLJWLSoLp7NzB+MqXg+01RLxiP57X2qoBVeKddQQ/Ei2s+LWfgb9u+l4+wYCrE0fJjGWISNOzvp6R8IOpSCcvDsaspLLbwFaiGkhCBEkvEIO9p7aesKYWlUlqXByXhUdeAnIRmLMjDoWNeiEuUhBXxnolHV6MYWwgu3vQ37w/t71VSUAkoyJ1aYx41kPOqPupvLc0D49rVcK0uNhaRjbdqUEITI3ltcxbMBJ2IRNrd109Wr0o1sFETD7BBeyIXVrJoK6iIV4f49Zcgh9RFKLNx3COIz/FFZi+i8IXvtHdAwB79vARem7JX++SYRi+rOWQaUEIRIcXY9Gv4StjALd5IY8MmlQBORZCyibgQLRHmpsSDkXcWm9sIwxyjZS6j7aV/m55vGeIR1LZ0MqMF9WpQQhMiCuhpKS6yoSg9TA6sUU5IzlWqry4lFK/T97aOwS7nUrqawhLph/zDFdN6QvWZUlTNnRqWOGVlIxiP0Dgyycaeq3KZDCUHQuncN/VtRVuKXRhVPaXAx3vWYasmY+q4fXWGW+iRiUXa0F0bPNVMrnL9nMh5lzY720HfruWlXl6pmFqlkrgfZKtC7q5kausOuZDktSgiC9MxtcP2p+0xKxiJFVdJTXVHKQbOqQzzgWvgVyuBIU6bA68HurROs37QQJOMRuvsG2bK7O+hQxlRW4u0TxXTukL0SsWiOLmoL+9gJZJTMJFUgmRElBEFavWy/Scm4lxCEvTQqE974Ctohs5WMR2jp6KWtM6wlysWzrU6FxqGuR5UkF4K91R7D+3slCqA3JMleYzzCruk+6m4WBUF1kQpqq8tDve+GiRKCkEnGo/T0D7JpV/EMMpMabddNk9uUuZa67bkqbCf7oEvqC3R7SrUVUqlVYSiEOzqqmlnckuquOCsaCykzSghCJrQ9Ckzi2i8Ri9De08/2PT25i2caGep6VAc1X2Hf9q4oK+Hg2dU6SY0U0gRvzoxKopVloS5lrK4oZV5tlaoMFancd84Rzn0tH7xOAcK774aJEoKQyWmfwyExVMKtC6CsHDy7hrIS00GtiCRiEZX2FQgzK4iehpLxqLapURX+xe/8XI26W9hlKVlpjEfZuruHjp7+oEMJvUATAjO7ycy2mdnzw6bVmdkDZvay/zjbn25m9h0ze8XMnjOzY4e95yJ//pfN7KIgPkuuxKOVzKgsK6rSQ41FMDmp3qdCu00EVrJbuCf6ZDzK2pbiaitUzAqh2kEyHmFN2Kpm7lofdAR7BV3FcRLKSks4pD7HPQ0VrMy2bzUsTl/QdwhuAc4cMe0K4HfOuUOB3/nPAd4OHOr/XQz8ALwEArgKeD1wInBVKokoREN13kJ38Zz9wXRebTVV5SXaISchnD0NBXSCzfWJvbcDBqe2u8ZUzzWb24qnrVAxS8aibG7rorsvvN16JmMR9vT0s709RFUzf/H3QUdQNJK5vEsVpqQxbdkd9/d2PRq2a6rwCTQhcM49CrSOmHwO8EP//x8C5w6bfqvzPAnMMrO5wNuAB5xzrc65ncAD7J9kFJRkPFpU9cVLSoyG+uLqTnWqJeMR1rR0aMTFXBschK/Mg7s+OaWrTdUJ1j5RGJLxCM6Fu5Rx76jmIYpxihPtYpaIR1jX0kH/wOAkllK4d0mydUh9DWYh2y9CKug7BKM5wDm3BcB/nONPPwjYMGy+jf60sabvx8wuNrPlZra8vz8E9cnGKOlMxiJsbuumszcEMeZIYzyq252TkIxH6e0fZHMR9T41aTnJjfyFPPOjXCwsbY1h7Lkm8FLDoNc/tqGG/WFL4LatHPrd1NNQcWuMRekbcEXVA+FUqCovZf7s6tC3AQqDMCYEYxnt6tmNM33/ic5d75w73jl3fFlZWU6Dy6VkvPhKDxOxCBt2dtHbP5nSjekrGdbep4Cpv5Ar/FKueAH0XCN77b3YDtHv1bULvr8EOrYDcNCsairLSjS+RZFS16PZS8RUIJmOMCYEW/2qQPiP2/zpG4GDh803H9g8zvSCFcqSnknW207GIwwMOta3hugzFZC91QFCdFAr4EZ6QwIqFd/bVkj7QyGoqShjbm1VuH6vvq59HktKzO+9KkQxSs7ktkpYeO/GTSiLY3Yy5lVZDlWD+xAKY0JwJ5DqKegi4DfDpl/o9za0BGjzqxT9Fnirmc32GxO/1Z9WsEKZEEySuh6dnFi0ghlVxdX71OTl8uA+9clNOBuKy1i8noZClJCPIjXSvRSf2TXlzKopn1xSWsiFOJOIvTEeobN3gFd3d+cwoOITdLejPwaeABaa2UYz+wiwFHiLmb0MvMV/DnAPsBp4BbgBuATAOdcKfBH4P//vC/60glVdUcpBs6qLqlV8IYz2GWZeiXK0qLaJrBXySW2YZCzKpl1ddPWGpOFl0KVnQa9/AslYlNUhL2VMxqKsb+2kb1INTyWMzMzraShMSWl4d4V9hLLB/QiZdMOfL0H3MnS+c26uc67cOTffOXejc67FOXe6c+5Q/7HVn9c55/7JOdfonDvKObd82HJucs69xv+7ObhPlDvFVtIzs6qcWLRS9VsnIakS5aIS2oaqMqpkPMKe7n52tPcGHcqYEjGvaua6ls6gQwmPECdwmfLqwofxeBHuQpq9YyGF8bsbcgvpd8OfF2GsMjSNjL0TpS7+wlMaNfkdXhe0k5OMRdgSxt6ngtpGc7Le4PYvJQSFJZTteEYoxpHucyfcF63pSMYjbNvTQ/tkR90NzXVFNjKP/YAZVdRUlIZ6v8iwG/68UEIQUsl4lPaefrbvCdEgM5PUOEeNKCcjfL1PBXWCzcN6A6iGFMqea2RM4e7py7N3EKbwxijZa5x0wlfISVH2saca3BdggeRY3fDnRXj73syzuro6li1bFmwQJSezNbkIXoSVK19kdtsrQy/t2eHVK/7FA3/g8PrSya9r4dXeY7af2Z3AlsRCeAlWvrCS2l0vZ7yIwbY+Wjt6uev+h4lWhODANNnvJEcxvLAzCuvhT3/6ExujY+forXu8esF3PfJ/bJ8bgl23o877DvtjU/sddjR6620/MAfrdf52YKMva+HVtL0yn9KdO/NyvKirMh7/yyqOKt00tD4guG0yiPWn1rn8BSjN/LiScwuv5q87amET/OHxx5npH6sGnaO8BB55eiVzO1cHHCQw2AcLr6brxVls3bp1aPucWQGP//kVXus2jP/+qTD7PRA92/s/qG26v9vbxsqqgomhq8xb/7Owbu1ali3LvhPEltQ54NHltM7L4hxQ/z6Y+bfwwqvw8rKs4xjSvsD7bJ0H5P+7TVwObgCefBpsjGuihVfT/tJcduzYsd/xOjLYzQsb9gR53VdmZsuHPb/eOXd9UMGMJgRXFcFobW2lqakp2CB++THWrn4YuJbDD38tTcfMH3rpNTs7uWb5w8yc/xqaXn/I5NfVfI73eH5bdu+/81JWrbkf+A8Of93hNC0edey3cfXP2cpPX1rO3IWLOe6QvLaNSc9kv5McxbB74A3AxznxxBN5zZzomLN29w3w+T/cR1X8EJqaDp26GMfyx+vh/66CEz4KTRdM3Xof+jI89XVo+iw0vXdyy+rvhS+dCyVlcH7L/q83n8P3eq6k/MCTaWpaMrl1jeJ1r/yRPd19NDW9cWh9QDDb5OAAfCGA9ac+8zv+ArXzx593KjSfw/r+twAf4uSTTqI+Wjn0UnLFo/RVVdPUdEJw8aXs3gLffDfVfd/mgAOOpqnpGABe++ITdDpHU9NJAQcI3PBF2ORfAwV1nN36AvzgPRA/HM57curX/9zP4I9XAbdzSEMDTU2HZb2onv4BPv/4fVTFF2S3nP+6CrasgDc/BAcdl3UcQx75Biz/ErzpMmg6f/LLG89XL4SeNjh3LVSPcf3QfA7Rnq8Qi72epqbj93np6b6/svyhl1ly8puoKs9BIWvm+p1zx0882z62mtlc59yWEd3w54WqDIXUvNpqqspLwnOLKwdVKrKqM73qYfjpBQVe5zE3qsrD2vvUFP82eaneE8wdK68ryzC1FZLxFEJnD4UQo2SnsqyUg2ZXZ19lqEh6aMtGYzzCoIP1rQXV4H6sbvjzQglBSJWUGA31IetibJIOrquhrMQyG2nxtnfDyv+FwZA1pA1I6gIyFKbxySVXkrEIe3r62d5ePG2FilkyHmFdWLr1HGP/S8QitHT00tbZN8UByVRojGfQ09C3joJHv5HfgKZaloUnyVi4OwXIsBv+vFBCEGKN8WhRlfSUl5awoL6GNZlc0KrkdB8acXGYAu9lCCBRAP1jy17JWDT03Xo2pgaBDN2dRMmFRCbngF3r4aEv5T+oqTDJ8qeEX0MhrIOjZtINf74oIQjSBCWsiViEDTu76O0PQWlUjqpUJGORLKu8qDQairP3qcwVRy9DsLfnmmJK/LNWAEluIXQVm9AgkEUtGY/S1TfAlrZJjLob/l0t56KVZRwwszKzGgrTjBKCEGuc4w0ys761eA7syXiUtS2dDAyme0SahkeucSTDWMoR2IVc4W8bB82qprKsJBy3sYO+IO8Pf5Ib9moHAAvqaigtsVDHmHeDg9Ab3rs4k9EYm0zCN70L1r7//mP51Fuyb9Rd7JQQhFjCP/mE6uJvkpKxCL39g2za2ZXZG1VfHRjez/g0PtnnclsI+CK4gPvHzinnYP3OSZR4TpHamnJi0YpQ/17lpSUcUlcT6hjz7u5Pwlfm+vt34RccDLd3PJppfA7I0nGH1DF/dk3QYYSWEoIQSxbhrV9d0E7O3JlV4ep9qmgEl3AmYhqw71eDb+TNN67jiVWjdP0aMomsqz1OnWQ8/DHm1VO37D+tSAqVDphZSaSidJIFhcWVJEluKCEIsZlV5cSilUV167cx0yQn6GoMIVOMvU9lLV/bRvdu2P7X/Cx7FI3xKOtbO0PSVigYG1wcgEf+uj3gSCaWjGXQy0tAMq+aKYXCzEjEsyxEKOikqJBjLwxKCEIume2On2tP3ZyTxdRFKphZVTa9S68mqTEeDcc2MWSqLzpyeWIYJfYf/S18b+oGnkrEUm2FirPOczoa7FWAgmjwl4yHv1vPhF81c/OuDKtmSkHwktLw7ytSWJQQBGriC5vGMAwy86cbcrYoMyOZST/KurW5n2Q8wobWTnr6B4INpKBLm0YY/lk2LR97vjwIT881we1rlXgX18F/BxNLFkC3nkNdj+qisSglYhE27eqiuy/gc4AUFSUEIZeMRWnt6GVXZ29wQdxzWU4XF6rBtQpQ0h9xcUM+S5QHB2DT0+PPE3h1rqDXnxtD7Wp08VYQ38FQAhfiY1hiUj3RSNgl4xGcg7UtWf6+OTx2DzjjnD8u5P6/vJqzZY4r8PNO8VJCEHKh7GZykpKxCK/u7qajZxqNPvznn8Mf/2uUFzIvZU9ORe9TD38FbjgVtjw79jw5ThTTVkx3JoDa6vD3XDNVBh2hH3Tv4Nl+t56B3yEYez+IRSuYoaqZRSt1ByjzpDT3x84Oqnh2d4SLf/RUzpe9jyI77udLwxV3VzdccffCbN6rhCDk9pb0FM+BfW+3adPoAugXH4F7P52TRU3JwENbVniPe7bmbx1hEJKLz0LouWaqvLo73N2PVpSVsCDk3XqmqmZOq2PsNDJ0XRCC37ekSO7UFoOGK+4+G1gB3BTUTfAAACAASURBVOc/X9xwxd13pvv+srTmaq6dDRwKVO2d1vZoJoFKdhbU1VBWYqHY8XNlqDvVHR0ceVBtwNEUninpfSp1oZxOqUxQF9U5XW+wpU+N8SgPvFDkyVeaVm/vYG5tddBhjCtZAGNHNMYiPLE6/N24SuYilWUcOLNKbURkpGbgRGAZwNqlZ61ouOLuhnTfPPEdgubavwceBX4LXO0/NmcapWSnrLSEQ+prQl1fNVMN9RHMiuuux1TLf+9TqYvtMN6mDWNMkzPUc42LBBdESO6WFELhRzIeYU1LR6i79UzGI2xp66azdxpVzRzpsWu99lBFaHIDGuZnuw28owvpX7v0rLZs35xOlaF/AU4A1tHcdipwDBD+zqKLSCIWLarqBFXlpRw0qzr0JWxh1hjPc7dzmdwhKGjhuKAbGpXczQ04kuAVQkFBMh4NfbeeqW1qWh9nf3c1vPCboKPIC69zjvbM2tzk+Xi+rmUquk4OxzE7pJ5vuOLu9wGlDVfcfWjDFXf/J/B4um9OJyHoprnNq9TZXFtJc9uLQFYNFmSENHfOxniEtTuKa5AZ1Zn2ZXmATsYi7OzsY2dHnnqfcv4gWaFOCHK4PwT8OYd6rpnmCUGJFcYFbDJEdbjHMrxq5rTWn2qTEuZjWeaS8Si7u/tpydc5IAv5TeaL6/fLk48DRwA9wO1AG/CJdN+cThuCjTTXzgJ+DTxAc+1OYHMWgUqWErEIvQODbNrZxYL6mqDDyYnGeJQ7lm/AOYeF+qIznIaf7I+LVORhDZlUGZriRLUIN5ehtkKDc6E06GiCUygFBcO7ij3lsHjA0YwuEVPVzGI2fPySWLQyszfnqXpgMfWGWGgarri7FLh67dKzLgf+LZtlpNGGoO1vaW7bRXNbM/B54EbgnGxWJtlpnBP+gXAylYxH6OwdYOvunn1f+EI93HxWMEEVkLz3XZ86YRTp7fYhIak3X17q9Vyzys0LOpRANcajbNoZ/gGXYtEKZlSWhboXn6ryUubVVuc/xsEBeOQb0L07v+uRfTTGsjkH5Lc0Jefb2q4NcNt50FM81z75snbpWQPAcZNZxsR3CJprf0Rz2we8/9seGZoGH5jMiiV9wweZObVIKmslhx3MDqzd23kVg/2w7rGAoiocB8+unprep566Gc7+Vn7XkaltL3qPu9bncKHB33bwGqoeGGAEwSdHiXiEwRe8usgLD5wRdDhj8rr1jIS+l5cpGQRy5Z3w8Jdg90Y4+9v5XZcMOWh2NRWlJaGqYpfz/eGhL8HL98PK/907LSSFOCH1jN/N6M+AoQ1j7dKzfpnOm9NpQ3DEPs+aa0uZZBYimamPVDCzqow1RXaHAGBViEvYwqystIQF9TV5vEMwmJ/l5sLzP/ceh58kikAyHmWNO5ABF3xyEpTsSj2DkYxHg70YS6OqZarzgbwO9tbv12HvnYoGpZJSWmI0xGpCVU0nr3ejVLU4HXVAC3AacLb/98503zz2HYLm2s8CnwOqaa5N3Qs0oBe4PstgJQupQWbCVBIwWQfOrKK6vDS4E/9j1waz3hxqzOfAQ5lcQBR0iU14Yk/GIvRSwWYX4+CggwlIooAawiZjEX71zCY6e/upqUhvSJ+plohF6OgdYNueHg6YWTXxG6SgJGNR/rptTxbvzNVxb+9yDpxZxau7u2lp76E+0zYNGaxHxrZ26Vkfmsz7x0kI2r4KfJXm2q/S3PbZyaxExpJ+xpuMR3j8leIZZKakxEjEIsHVwX2wOZj17if7Uo9kLMIjL21nYNBRWpLr0pNpdgAOQelTqmrgKjd3/4Tgie/BQcfBgiVTHtdUilSUccDMyqkt/PjTDVBVC4v+X0ZvGz7i+hHzwjnA4tCd2O3tSgiKUCIe4cGVW+kbGKS8NI0KH3k8ziXjEV7d3c2aHR25SwhCcFwuJA1X3H0zo5y81y4968PpvD+dRsWfpbl2Ns21J9Jc++ahP5lSyZi3s3X0FM8gM1NSv7WIJeN7e5+a0Au/gWduS3/hBV3qX5iGGoqP1rD4t5+Dm942xREFIznV467ccxn88qMZv22op68QH8P2dj4Q3hgle8lYhP5Bx4bW4KtrFcL+MA3cBdzt//0OmAmkfTBNp1Hx3+MNTjYfWAEsAZ7Aq6MkU2R4adSRB4WzNCpTyXiUe/68he6+AarKg+trcXDQUZLzEvb8S20Tq3a0T9wd7R0Xeo/HvH/seVbcDnNeB/MWh7sNQUqRJS2xaAUz6GCNC6hhcUi+z2Q8wl3PbQk6jAntHXE9ywugnj3w1fnwzm/B8ZO60z+muTOrqCoPV8NTyZ1UD4RrdnQMnQ+CctCsGspLLT+9Ie5zbArHcSqM1i496xfDnzdccfePgQfTfb9GKi4Qw2/9FotkLMKgg/UBlm78buAYkp+7h5e3ZlMPMw27N8Oyr+Vl0clYjktkfv2PcP0p/pNpctANyUUw+G2FbMvodwiK1a4N+01KxqO0dfXR0t4zyhvCo7rC69Yz67sZe7Z6j49/J3dBjeBVzYzmp0MK5+DRa6DN/w1fGfu645XBeaEoxS42qXNAxtcFeTjulZUYh9RHWJPT5NPG+F/SdCiwIN2Z02kJ5Y1U3Fy7d6Ti5toi6fyycEy6NCqE9t5ibOewA4LpYvDJwcMBuP+FrRyajxh+/hFYn/bI4Rmpi1RQW12en4bZGZ0wwnNRnb1wnGwabQtPDL4u+wVs/yvceAb84+NQOz93gU2kuRZOuQJOzbC52beO3G/S8FGAc984MbcmVe0xVT86z0lpMhbh+c1tuV9w62p46It7n3e1jjnrGb3XwNcfZu3SAMeYKcL66LNqKqiLVGTQFi+/30Eylq+ueIvhHJN/DVfcvQfvyzL/8VXgM+m+XyMVF4iq8lIOmjUFg8xMoaH6rQF+pqR5VRPyduelb4LP5rIfgMnMa5idnyRRB+AgJEq28MvBN2Xfc83yG6G7DV64E95wSe4DHM8jSzNPCEYxvKDghIa6SS8vn5KxCL94etMkR1xPc19zzrsAP/ZCmN2Q9tIb4xHufX4LPf0DVJblsGrmQF/uliVZ8y7CJzgH7FwL3z6atBMC5+CV38FrTs8okUrGozz80jb6BwYpS6eR80SKMInLp7VLz5pUqWYabQja/jb1H821DwO1wH2TWalkJxmf4sZ2eRatLGPOjCnuUWSEmebdxi7UOy+N8SiPvZKHGnyF0IYgJ8KV+KQS1Kx7rkmVNhfwiXT+7BpvwKUCKPxIxqO09/SzfU8PczLtxSfT32jHy/D7/4CX7oNL0r/rmIj7VTNbOnN7FzSLY0R7Tz/RynB20VqokvEID704wTlg9TL/HzficQzP/tirQnr2t+G4D2YUS9+AY+POLhr8O32Sfw1X3H3seK+vXXrW0+ksZ7xxCEYrmvmz/xgFxr4/KOnJ8HyQjEVYvrZ1kqVR4eLdcp/iJKeve79JhTAQ0miS8Qi/eHpj7k+0IapbPyVCsj8lzbv5ump7tl1Z+r9bZ6s3YFRZRebvnSov/3/2zju8jfJ+4J+Tt6XYsS1lD+uUQRgBQgKEafZwGaVQoAXaAoWWQim0/EgHxZRCU1pKaUtLGYUOKGXTElYLCXuEEXYS4pHpJF5x4m3L9/vj1UmnfZJu2fjzPHoknW68p7t73/e7E/uc57kkZlaVjgghPRLb1Z25QKCi91lTJ+DDsZr51NurVeHrW7ptFwgaW7rZa9roSIrhFGSfhwff3sTOvkHKiguM2aka29O5OaPNAuE6Il3GCgTaZ+TzNjbp4+YUvynoTAKUagbxDhFfpBlAR+jzeGAD4NfVzDEMQ/a56RkIsm1nP5PKR0dOab/Xw9MfWZxR5IaJcYt29pmUzjW28xoOgss4s73qb91kePapz0thMmfhl7YCZBaY19EEb98DR9dFrsVLN8H2T+CsDFLNWs2n/076k+xzs26784X0iNtjF4sDVRlurQqhep8fdT0p5j01smaSZixJ2v3Jv2HW0VAYyXxWQh+9FNPQ2jUmEBiMX5NcYp/p443ZqSrsJVOUPHgeTI+vieL3RtLcHrmbEQ3RHN8hShsn0rS09ggj9pOqMJmY8NeV3w78m7rOp0LfTwCONuLgY2SGHH7YukaNQBDwudnRM0h79wCV7ky0mcbT2TNIealBGpZkNK8SBaYMIpx6tKXLWIGguzXy+ZVbYOXdcMVHxu3fKThMmCmWBplKCw2tGWQa+tc5sPVDKCglapK2+knD22cYvTugJ3mhRb/XwwurDfRFNomc0nqGg4qz3E4n44oL8JnhmpnIQrD5HXjwXNjnHDj1tvDimdI2Visz0/u6j5Exqla+sbUruUCQcT8XK3zG8MkT4nXY/0UtrnQXMr60wITr7Kx+2mlUL1l2ZNPS2heqlyw7LdHvTUtrH9WzHz097aKwMABQ1/k0cHjy1ccwi7B5egT41uol4IsIOXZjSv5kk5lZVYokYXwHvFNjKv5fXSS1oNVsfAv6dlpwIOdon2RXc2aTt6EB8b7iRmhbl9nBbpLhtgMy2yaWbISqX81KKbCovsgb9RTdy4a1z8F/Ls95Ny6XRHVVtm6PGVoIchBeZTOqwicSCPpC2Yw6N0QtLkJYYG3p50MC1MnNX+eXz6y2/vgmM6PSjSvTDISJ7qU7joCfT4r+PZ3w+dJNcYtkr4FuwM7plp2OOic/KcHrC3p3osfpuJW68p8A/0D0XOcAyVU7Y5jG5PJiSgryHDF5Ngq/JsXgQjMyirSuE+kXC9JbVBpaulkwo8L4NmhZ94KhFoLigjymVViUfWrbxzBxD/OPo9K3E+4+Bnzz4DtvWHdcmwlIW3iopSuDWCHN4D6Y4QS6py2lpt404vzgowloMg35zQhOvP8M8X7SrTnvKuDzZJfWM+O0o2m0timQfR6eydY1s6cdShP0zYkEAiV1G02LC+luhS3vwexjkq7ywcAUPlhRz9XHG+LL4hgK813MqDQg5maLJu5UnehLGp3x/WcKy94Fz6bcjezz8OJaM0tVJXhe+jrh3b+ZeExn07S09trQe04VDvVYCM4GfMBjoZcvtGwMi1HTTGY0+Wv9LOPAICuZVlFCQZ5kzkDR3QZ/2A8e/5au1c0RtGI6r+U/Nzxdn9/rMbbtye6XPx0k3ge6rakcqWqQWz41Z/9AuO39nfBLv/DHtxm/tJXugSDbd+kszGWU21O2+9Fut/Y5aHw556ao7pE5C7p15fD8z8Tn3g54+TeGu4nJPjcb23voH8o0hXCmMQTqZqHttn+se5OAz01HzyAd3QOZHevjx+AmP2xcKf63lXdHrACJ/kf1v04iyDa2dqOY4ab391PhvtMTJoywhdbPoOlV8XmX+Vna/abl/9dcx7XPwMb0ihnZ56ZlVz+7+nIc5wZ6NEmR1HDWJDz1f/DcT3I73iihesmy2uoly/6vesmyn6ovvdvqSTvajqhWPIbhZKPpcfPBpgy0UX9YmPy3/l3C7zhRkOuW98TEdfr+GbcxE/LzXMzM2uSehr+dLN4bXows61ifdHVDhJKBbrhxCtTeDIsuTLxO40vw0q+gdW3ux0MM9jlnn+rWaIn/fFjy9XY2w28s0rAlmji01Rt7jLfujHzubYf3H4h8z9WVRg9bPxLP34R54UWRTENdTMw2c42laK6Tqnmvy60QVoW7kAqjfJFfvhmO+iks+z589AhM2Sf3fWqQQ2k9N7b3MGtCKIvPUL/QoBeUxG8QHIQXb4JPHhffdWcZ0qzXuRn+doruNkYssV3s587AEqsKd82rRM2UZVdC0ytwxj2J2928KuXuegeDbN3Zx+TyBP9LLrSGXOUS1XWJaWffYJDiAgPrMSRCHXfrOg0RkNMh+zy83tDG8LCCy5VoDMhACPvL8ZHPiXa17AeJt3vux1B6DLL3REAIf/OnZRnk3NMuBFE9vHE7NL+f3XFGGdVLlt0OlAJHAHcBpwNv6d3eudFaY0Sz4pew+ilkn4dNHdloo2JQFPjFNPjPdxP/fkeNcNewANnrNj7n+Hv3wbYEQbBJJnkzKkuz10Zqtcpd28T7su8nX/8fp8GG1w1z1ZC9IvvU1p0Zasd6O8SEFODfl0WW97QmXh+sjSVIJKj+PmW65dSsfz0iUKx7Hn5WBctviF5HO3loMdjfeNfWeIHm9oPhj9HZOmRXpBaBPnQO9h1NySefwUH4Y5YCkEmB2bLPYMuXGouitdB1bc95t9q0nmFu2RNumJR4g1X3C5eMsEIgQ5eh7Z/Aa7/LrI2+BG1UCQ5CUEeWtaGQxao75A6Ssqhi/EyyMF9MN5IqXtY8Iyw6rev0tWf5LyL9Vyr3q9f/EPV1fVtP+n3bwXAQ/nG6ELgyRPa56RscZktnEpfBJ6+IWZDintvwuuZLAolg5Z3xy1Re+73G3S+HMX3XVn3r9XfBM1ebbEUeURzUtLT2PKCjaWntdcBiYLrejccEgpHCihvhgbORvUIblXOnpvp/rro/enmcO4j5+H1u1rd1MxRMkde6O8UkVcvmd8VE92NNUH2vpmTGUOIOU/a5aWzrJjic4bmveVpUgPzUvowu6mCfUapKEJqg2w+GrhZYs0zfNpKFXYbRx7rn+IhA8dKvYDjRpMOke/+z/8LNc8Xx37oT7kyeFnoy7RTTn35AbXpVTGi1z+vGN6PXGewTE7mbAuI+fe/vkd+09+zOLbAjOhA0jjf+FG1RCaPjP1v/unhlgN8MRQEQNcn59ezsd6Mo8P4D+McLwTXqenWnEDRi4yd2NYv7Y3OS2kGrnxKTRO11fvP2jJo6PeSamVDIvN6bXNDWWhxjJ92p6hDsiLfEyt5IXEhCPghZ5/6wH9ySJlZpaEBUxr5LTXioaWf9Cyk31S1k9nYIv/muDP3ht2epSOhpg3X/hXtr4397607Y9HbSTRO62N0U0H/sjSsTLx/sFX2DXiQXM6pKQ0HOSf7nnnaRJjkVcfdWsj5mLPtQDKpWsKd6ybIpwCAZlAgYEwjsoGs7tKyFz57Tt77GjUH2xXSq618TWpUdGWpuh0PaHcklAoWCQ+JBvXGKMGerWFCePuDzhKsbhvnkCRHEqnLf6ZHPw8PJM8/ceQT89SSQMjMJy14PA0PDbNmRYVDm1lCtvkSm8q6WiFbNDHZtg7py5CeFm0Y4+1RwSAzaHz2a+vqpGvBfz9J/zEeSuEFlyqZ3IlrAv54MHzwUv07soJCLC89WjbXoD4titGAa1ppUhF17/z71A5GesSemtmPou0tS8EvNiQdUreb03hPhzqNSa2pvmAhNL0esPu/9I/Lbv74a+ZxS2xvimSWi7SrbPxX3mR4Fwj3Hi1cGqL7IOxP5Im94U1h5krH2WXjs25HvnZtJO3l45179jevtEPfjYxdT9vL1eD1F+ieaiQTd+04XfVciHjg78SQxA/Lz1MDTJG1MMIEHIv1H8ypNu3UIBO0NcffFxLJiSgvz9LmBdSXREPe0R2uP44R6BV5NbD1xS6Iv1i1kvvs30R8s/3ny8VU7TvV2CI211rLYF+M6l0rznUoB8tQP4K6jkv4cqBIuWA2rXoosTGXpjeXuJJnkX/41/GZeZL6QFomi/DymV5Ym/58fvQie/J7mf9sBv98vuo9OdW99+h+dbflc8p/qJcvGA78C3gWagH/q3Ti9QFBX/lfqysdrvldQV/6XjJs5hhhAH/u20ErdtijiXpKOxy4Of4wz/aqS9vpQANPzPxPaJkhsevxY9VtVq14OwS9nwvVVEWvBh5rJ2cePpW/fZ/8V56aHof64ybxcLAapqMI5D54XCWIF2PpB5PP/fgpLp4sYiERs/RA+S50JIRZ/uOJoikE9OCT8kT98WHRKbfWENVPq/6kdBH89K/M4geHh+ImiStMr8PofI9+f/B4AkzrepSQfGrZ1ioHr+iq47wx4+BtCE67lTwdn1p5YOhrjl6WbD+7YGC2YbP0I7joSnr9OfG98ER69UAi2d4Xc1D58OOq+BxK48OiYiD5xqRjYb9ecd6prkswXtaddBFRmStd2kTo1EbfuHf1d4zMrS5rUo49fElnn+iohTKh0bkgfCP3wBZHPG98U/3NdTM2KP8dkklYUaP6ApNQvF65OK++C1jXxv6v/484t8cfSKSSHtZ6JJpB/OVa43iVi09tw/5fhfY3185bdYV2oMrIa5xDLm3dEUrgmor1B9F2rl8FDX4+c965mYWHUO9HUY/nasQHuOTHa9fDFXyZeN3by1N0GnZvE5w8fDmt4hQtWhhYX9Zl77x+RlLbrX9VnSY6ZuElSGqtPbH8+PCyCcwc01vBfzRKWtjAx6TF/MS1pQHOpS/RBuoNvVaXSO/fCb/dMfN9qx6lfVsMvpkZfj6UzhNZf5Z17UwgFWcR/9XVCTzu+EgUPPTR88Kq+7VrXiom5HtcsgBd+rm+93g4YHg4FOYeuc1u9EJRAVCdXx/KhkDK7YYW4t9T7+/FL4M+HRu+3vytidXvqB/DKb8Vn9T7/nFO9ZJnaqf2jaWntjqaltY8AM4HdmpbW6g4q1mMhmE9d547wt7rODmDfTBo7RogHvxY9SOlBqyUHPEX5TEhYZCbUmbx8c0QbWb88fn8PfU1k2khk0lYHzLbPIsse/Wb6Nt53epwfNH87JbHl4p4TxWQexOD6x8XID4lJYMPGNKbJXduEm8RHIXegWO1LqgHq3i/Asz9O+nNg2VmiDakGi48eFgLXIxeIYlC/XxAZfPp3RQekZsvyG8TEMNZMrShCS/jsDyPLQtoxSQI52EjDm/+JaBnVQahzU3TmjW0fiSDrtZkJTFnT0y4G02eWRJapPsiv/Q5+u1f0+pveEvfNIxdEL3/wa/H7DiaZvA10R+6N9/4eHR+RLds+FAGVINx9bpymb7vbD0kei9OvEYwHol0AZWkrG9VYoVUx1YbvPFLkDNdL34706/THWNze/osYlJNp4Z/4jnh/6gfiHGP582Fi4qwN6AdxbXUGWQYyqbA7HIzEZzxxqa79x7H9Y/i5L/FvigK/21f0XQ98RUxiYtqacKLZ0y6ev+FhIQi/dSdsSJGpJTgo3FR+u5eYeK+8K/Kb3kJzv54lXG6GBsRzFAoSlUOumcFhRQjJdeXRwmRdeUT4DE/ONZNUbd2GJy4Vk79UPHgubI52cwmkigtRxx+Vn1WI4NwHz4ssUy1Z2kn/jVNhQMc9EhofkgpFLWuirUSxgtsbGmXMtk+i40+W3xj5nNAVUUMyRZb2/xzsS5kAI8zSGXCTHwkFv7SVhqBPxM8lUyqpPHkFfPAvkTxklQ4F8iu/Sb8OCKvEil8gez00tnYxPKyIcfL+L4vf7/tSRBHa9CpcPyFyz619Vgiesf0diIBlLf+7Fp6+On7eoaVlTfL/evShTgweURc0La3tb1pam1F2Bz11CFzCKtAp7ta68kqd240RSyqz/KoHYJ/vR3d03W3RWvIQQhsV6gBVf9THLoJNGj/AWK2cluevi2hntRjps60OmL/dMzrjiHaACAkGlRKMZxcNK/4GqQoF3zxHvJeHBIpb9oCz/gm7nZj6fEG4TTQln4hUSTspo5uGraHJ02Cv0I5NCcm+LWsiWgkt7Q3i/a07Uh9fL+qg39MKntDkZMt7IshbZcVSqFmCdrD2S1t5XwlEJtsqq+6L11Cr2ZeMIllO+W0fRzSMK++CE24S2lvtBDWd37qKmpEllvf/JY6/7zmRZb+dL/6/HDPdJEXV0G9ZJTRbe50uJhvrX4MZi8HlEvdLwwr9VsAbJ0d9lV1bGA7ChnsuJKGX+5Yk/uZGoboNtjdAuxw9+VGU6MJ1yXjgK3BqAl/3+76kqwkzq0TBJV2xMc9dA2/cBpe/n3ElX13EKGZikb0ekdazq5eKUk3Fdb2ZUlRe+nV2bmsDGldHVUPtCg3TO9ZDx3oC7a8wEJzCppXLmPl0SEiOtVKtuk9s//4/Ydzk5K4iHz8aHaelh+Eg/tIg/+nope9aL8UXLBMKrP6dcN4TybdrfBHe/HO8AgjE5DtWGEgWQxCaqDds64xkZFvzDBSXwYTdxVg7PAT7fV2sPxhz3wUHRZHGnVvEZFqL1nqTTiBNpLha/xrcc0Lk+yMXiLHggv9GZ/rb9gn8abHIYDdjcWT5rfORpbN4e3gOPKGxKKbj7qNhzgnp18uE1U8iL/gqfYPDbF3zFlMgZFWKiXv87zXiPdgfeVcVDXpIF0dzW+h/+/E2XXWIRjht1UuWLQf81UuW/Tv2x6altboGfT0T+5uB16grfzj0/QzghhTrj5GMVFVEG16AJxrg2J+LIjDdrYml301vI69/kKeCB8RPglNF/+uhPoVPrpbgkHj9aTEcXRf92/BwfGzEa78XLkVayf+9aC2ALDVTPzxF3/G1mW4eMKYkhtCwNNOwqRSUfeHxbwt3qavqwe2NdC6xJNJmZMv7/4wEcPW0Cw1f69poYQBgxS+gbGqUW5QsbWHZ8AH0KQUUSzETdK3Fxww++Bccda1wy7jwBZi2HzzzIzFB0/LAV2Ht08Ye+7GLxPsT3wH5CGhIYBUziztCbjbLb4R2Tfagn7Ynv190Iksi01D9hg3MNjlDYkJUH+72RvhdTJpOdSDXQ6bX47GL4YBjoOkVCueeyPTKKhEb07pOBJsWlUGhplCZoghhU73XYie4ubL+NdjjiIjgn4hP/43cXAR8kYabDmU/Vw7P24tLs9tu9ZNAjPLIpVHw3Dof//Bc4FoaPn2Hman29X5IY7wry0Jmyah/AbnpZRQuY70ykbn/uTySHebnE5JvFxyAp/8vetn13qybsXNAoa17AO+6R0Q/H8uurcLyFeurHpuRLBnBNC5x/buEcKEoQsgJDsS75KiKobuPERNalT+FhICVd0Vbj3raCLi28MTwwfQqhZRIGdSbMLpPVoaRV/0KOJGG+69kitp/vZMmkNgslt8Ax15vz7GtoxZYAPwdMWfPCj11CP5GXfnbwJEIleRp1HV+ku0Bx0jBqvvE64SbB5FNGAAAIABJREFU4jtAlQ8fQpaa2cE42pVxVEo2mMQevxj+EwrK1JqRk2npExUMidFiyK5mXgrON6iB2RGQmnl9a4UYENXYifWvRpuszeTl34Ar5Lpx74mp1/13tBYq4GpGCbrYoExgjmRDIbpbdhfvL98MZ98fLwyA8QNPLLGTz7uSuOrkwku/jl+mFQYAfpZ7xW1/SCBoUCanWdNkEl3H136vf/tYTWo6tn0ETz4lPn/0CPKEh2j46C1Ye7VY1r8z2r3puizznOvlwXPh2vXiPQVy+8vAF2kYnpybQJALdeVwtMby+9RVUT+r9S0a1n3CETbZ+AOa+3puS5LMNiYyhVa24KWxfi3eRMIAxMQomMBdCTKMVcrJ179hoq7dqn1GozKJ3SWdllczCA4Q2P4kcCINymQOIRQs/OyPrGuDNkD5td9B9aEwfgZMcHaVakmSrgAuRATHfAh8Q1GUtPnEm5bWDgBvVC9ZdlDT0tqsy0Qn9xGpKy8LvVcCW4H7gfuAraFljkKSpOMlSVojSdI6SZKWpN/CwSQTBgDevD2sPbR9sgDxLipZ4pea2U4FXYp9pj3ZtYVmquh+7HuRhVYJAzkSuSd0WlkM5KXgXpHrtmZZevctq9ikux6Lfl6wRtNUJvXio4NGJzzjNuLf/ASNwxMYVkxwA9JLKp//ENOl7eQzZH+f/L9rI59j3Bgr2UU5XdTb0Eeo+G3spyBS46PhIYdVtU1lgdKJHBYIbL4H2xuYwA7c9Nr3PMRmzbr/DFFnJVE2O4cgSdJU4LvAQkVR9gTygLMy2UcuwgCkDipWo1/fAd7WvNTvjkGSpDzgNuAEYHfgbEmSdre3VeYRUDU9w6NnshA+Jxs7M1mjYRlpqANtvcX/306lhPMGf8j5A1elX3mMjJCl5lH1jGeDLDXTRxHN2KiDSmetA/KlYWZI2+0XCFIgSeL/tHPC6Jb6mUg79Tbd11OlVgoZdPR1yha/JNz8nHBukiTa44S2RPHohcIN0LnkAyWSJOUjKg5nUATCmIMnpq7zC6H3DKOibGF/YJ2iKA0AkiQ9AJwCjErXpqlSKwUMWT75MxOthns+CVJbWoBWe7UnOjI8OAiP1MdE2i2fQCqhwOa3lHmWHvfzgOxq5plgbrEIIx2t8mNqnjGVvc1ClrbYpvnWiyxt4ZXhvdKvaGYbXM22TRRdDDNT2jaqxk6VUqmfKbQ6RokgS1t4Z3iO3c2I554TzEs4kQOKomyWJOnXwAagF3hOURSdxaqMQUcMQfnz1HUelXaZvUwFtPktNwEpqxhVVlayYsUKM9sUz9z4zD7b+gtgNXw6+UtUVByre1e+1UFWFh3JCr91E7HmvgJYA59OPp3yisyKDKVjcFhC+lBheeVZjJ+k/3/IlY93eGA9rPRfiq9wEOlDhRcqv0LZJGPPLxWfdHhgA7zlv5RNxdkXgqtYV8wqZX9WzLZuUtIddKG6iK5IcH+PBjrXTSNPUlgRsPb8hrePp6N5HE8GrseTn6JQzyjg4043NMHb1d9me0kkILJjMA8+gWcnXEjQa90gvra1HDbDq7OupixfX1Gmgi1VNLaO54U51+Gy0MOp99NKtpWWsmJm+vtT2lbBtq2VPD3rZ5TkWVfldefaqSj5QVbI11GyyccHO8axfM51piSESsbAx+NoLltIWTCPj/smWN9fvQ/rvTWsmGRerFxFfSmrgotYMcc6K3dvUIKPYJ3vOFZMiEy7XFsr2bKtkudm/4xCl3X3WteaybQWelnhT3F9rZ77CfIlSdJ619yhKErYr0+SpAqEItsP7AAekiTpHEVR/oFOqpcsmwb8HjgEGAZeAS5vWlqrq2BDCgtBeTHCZOGlrryCSI7DMsBpapBE3UrcHShJ0kXARQCFhYXU1NSY3KwY6k6JW9Q0PBG4hXnNj1CzXWdREWDPwStoGJhMzZpr069sEMLMezPzmh+mZnuSSq85MF26hWBLAzWdGQQt5kh38ADgchY1/oE5rs1M4VaGW9ZS05kgmNIkdgYXA5exf+MfmOXK3kL43OD5LAseyOGrr7VsoO1USgGR7cLK41rJbf0/pUAaombNjelXNpBgcF/+xVVM/uxvlgaq/muoBhfDnJH/UvqVDaIvuBC4koVNf2J3VyQgUlHgJ9xN/tZ3qWn7m2Xt2TB0DPANDl73S6p0Jm7YNlTD08pFzFp9GzNcCeq8mETJ4G+YuLOemjXp+6ze4CIe5gqmrb2HvVzWWWJv6b+eCmkXNWtuon7oeF4Insdea27GKyWpOG8ChUO3MbnzXebRxZ3BWg5ZfR35kpWC9v3MbF1BTecj6VfNkucHv87jwUMs7YtF/NhfmNXyLDUdT4WX7wwu5nEuY8aaO9nNlaTSswl4+m/EO9BKzZoUtRPOtsVCMKQoysIUvx8NNCqK0gIgSdKjiNRhugUC4B6Eu79aqOyc0DJdGTZSxRBcjIgX2C30rr6eQPjrO4lNwHTN92kk8L1SFOUORVEWKoqyMD9/ZJdSkKVm1iuTGFIMrB1gM7Jknyk53AaXvT62uSBLzXTioZ1xthy/jTJbjjtaCace1ZuO1yCuHrqIq4a+Zekxk6H6vdsZCKsXNWDVye4oTkhIYXfwqyw1M0Q+G5QUqU5HKAFpC7sopQX7EzvIDogLHGFsAA6UJKlUkiQJOAr4NMN9+JqW1t7TtLR2KPS6F0hSbTGeVDEEtwK3Uld+GXUWqmyzYyUwW5IkP7AZEZn9FXubZC6y1Mwg+WxSfFRLOosfORxZ2sKbw7uhKObUFtJDQNrCQ8OH29qGbAloYiCqpDWWH79BmWypxm+0Y3fmmqAikSdZZ+pPhiw1i4JLDkc7ATqC921uTWKqpa24GBZ+5nbUt0DTTw1PZpHL+n5KFdwalcnIbLX8+GaiDSyeINnrJ++kIOcovCanlc0SRVHelCTpYeBdYAh4D8i04mlr9ZJl5wBq+emzAd3BV3rUy1upKxcqx7ryn1BX/ih15QsybKSpKIoyBFwKPIuQqB5UFCV1ackRTjh9mh0P2wFJ8jfniCw100uxrRlFZKmZbkrYjsn5zdNx1E8z3kSdkDQO25MlySnBbGG01YvN5HsfmrLbfEkEQNqV9WqLkn3xJyPx+zxsoYo+JVUZc5M4R3813kp2iWrnTrBmnHQrzIr3EiiShpgqtdpncZFrmCq12Jrpx3YryR5fNG3XkTHA/r7YLfUziTYaLLZwhvEflnj5wd+1th0ZoCjKtYqi7KYoyp6KopyrKEqaKndxnA98GVEqoBk4HfiG3o31CATXUNe5i7ryQ4DjgL8Cf8qwkaajKMpTiqLMURQloCjKyKukPPu46FLk345JjXXeE3BJJB92OPtG+YFwyZtQmIGbyJQE8pw3Aw1c1Szxfva/4PR7YPax8JPtOUfuhztquzoQwF8kNNz1yjR7GjD7WDjrfjj0+8nX+b9GOC+uOjnTQgOtXS4LDe5QRdtvPBP9g/ZcCtwYytn/gsBR4vmJpVbjQ2pEIN/i6GJw1N4s7vnxM+LXPfh78cuyQLjR2fM81CuTYeEF0QvrOqMrp5rBtzXxSTMOQj7y6yi4aNxXR3mZY2+AExMUj8uWyXvDDzfDnARJBvb8UtRX4d60xZ6JZlUg+vt+X4evPBj5rtGKytKWzITMfANrw1TNJk9SqC7q0tdPnWlgJfgQFVIXlcUSDROPE/dzXSd87Uk47Cq4xuRMVoddBWfcC1+625TdT5XaKGLAXq38ogvD95vsarbPhW7vGCeRi18W19oqRZE9TG9aWnty09JaX9PS2glNS2tPJdqdPiV6BAI1xUIt8CfqOp8ACrNo6BhHpCiGsteX4HzNRKpqNkzdL/JdroEJkYxCFVIX4/OHaAicI6rvnXEPVFRH73P/ixMf65svxC8LHAWLvpnuDAQl48WDNfd42PM0+OpDkF8kfvtRMxx+dfT6R14TLSx85UHY56txu01p9ZBcUBmIHMNovvhn+NEW5K/fKdpQMDv6d4++apE5c8DFsFut+DwxSXrA4CAo8cFweZLCTGmbbRPIhsm18OOtMHOxmCyrsf77fBVOvV1U4/zRZjj9L8Yc8Nifi3vw3Efhi7fH/+4qgAufh3Mfh2+9nNux/IfDcTGTzUl7Rz5/M6ZK8vwz4cgMih+VTU24WMQKTSRoYWGu6pCpv1GZDNMPgK8+LH6YeYh4LyiOPOMnJ/AmvfRtMYn+dpLEA7NTZBE7/GqYqCkhc/wvkL1CiGyQNX3G/hdFPl+5OvJ53hdgf539mF6KPHBqSAc2SfNMSiGfmy/+ObxIlprjLXQ1MRVaEwmvEK8E0ovkEkqen3ZEL3dphvdL34K9RJyhPGUijUxDUYAiHXE/Z92ffh29HHUNHPgd/IG5NFQdnnrdqxrE9Ywl1f2Tjin7wvnP4p84nvpCjeuI/1DxvOblJxyb4ttWn36dRLhi/LT2/BL8IEHCgLP+CVckcXKo64SvPBQ/zh5zPS5JCeX/t0mpll8MJ/xKXGdA9s+iQZmMsteZwmoVy4zFUByKdzByol4UoyD94SaYbF52JweRyL1ft8u/HoFgM3Xlf0aYIZ6irrxI53ZjxHL4VeLGTMXkfcQAk1+YeOK+8PzwR7mqmIaWLvFl9jFwucZvtfpQOPGm+O2/cItQZWnNllMWwOLvwIm/goMuE1r/bCkshSNiBsDDfhD9fc5xcOof4zadSEfy6oZfuAW+8bToCOMTSOXOlH2g0M3kqTMoKcijcTgm4KxsChx3Y/TEbd7JcGjMueWKojm3C56F76+NaCLHhTr5vAIxUZt+YGTdKz6Bb7+OPzYwu6IaDrnC2DYmoaGtBwpKxJdFF8Jl74j7qVKGfc6G774n7r3dv2jM/7b22cjn0kqhfVORXGJCNG0hBI7I/VgqrlDY1dxamL4osnyqxup2/rNiUpsX0pvEWhb0EBI8ZKmZAQrYpITiwn68DeZnVLxSHxoXtSqE8F4/7xKY/+XEGuIjfiQmJgvOg2+9Aks2ion5T1rAO1tMoifuDtfuiN9WSuG8Pu/k6O8Fpci+kECg9nUg+qpr2sTxyibDT9vh8g/ilSJGUVopzu98TVpw9V4YHhITuJP/QMDVzFaq6FaKIutphfdL34ZZRyc+xsQ94OqmzNvmyheytyvNsBxqhzy5ih6lgK1Uwml3Rn6fvHf8Npe8ER1MVX2o/nZNS1BDo7gcjr8RecI4Nrb3MHThiujfj7wm8tldJd6vqhf92xfvgDP+Gt1HZsrkfWDGgcheN42t3UlW0pzveU+Id22/f9hV4PZGFHZXfAJnPxD9X6rosQR4JsC+50a+L74UdjsRyqeJ5/1HCTLPzTk2epydtn9YSA6PAWfcm/q4dZ1CgWMknoniPpx3ElxVjzxvAbtw03bMrcJqpVUgfOEWoQS9aAVMXSgUPLmgPleSS9ynqlCw+NJ4AWGUUb1k2eLqJcu+D/iqlyy7UvOqI4NoIT0T+y8jfPOPp65zB1AJjJUlzZa8otS/X/wi7K0Z8E+4CQ7XmMq/cIt4AfLEchpaknRqRyfJwasOuNrO4qLlMH666PiP/bkYmHLlOytD7ahLvs7hS+D4pXDS7wCQLloeX91QnYzMPxPGTRQdYTLKZ0S0mFnicklUe93UB0MWgW+FUsEecoUQmq78BHY/FfJL4My/RzQ+vpD15tzHxbsnS79v7eSh0C3O+fS/iM77u+/CRS+KyUlhqRAYVMqnwsTdkaVmNigTI9mnLn8fCkqza0sGFBe42NDWw2BQ0/6qgLifYqOzXS6hQfrhJuH+dMzPxKCQKW3ror8f+RO47F3xOVZ7BsJioDJtkXBzK6mIXkc78F+doDjd9NAkZ7+vx/922l1iwjgjJKjt9WWo8AvhKJbQPQ/Abl+In+Ts9w1YshH5XDGAhp+JgmIhTC/ZANe0imXqs/6lu5M/9+k4+Ar4skjrqV6txt5ifZH1k/aC4jIxMc+PMR4n2l7PPr/2H2Hh9M6mtDCfyeXFkQmcKlDk5UeO58qDipnJ93fOo0Ljuu854tq7kyTe+EmKdKFlk8VzB2ICs/eZ4vP0A8UEbsG5yAcIjXZjnhzZTtufemMsj7GUVIj7xihmLIbD/k98DvUtgZBCtuGkR4SFLXzsmNgt79yQVTp0vfyHwdn/1Pyexs00xXWWvW4GgwobimZHuz8e9gM44FtwyJWRZW6v6N/2PhP2ODW9gH9l+sQsss9Dy65+dvYlqPsy76TIZ+9coZQ5LRTbOW1RxPL31Yfhq4+Its09QQjPsW6ze52euAGBI4WiRHWnPH4pnPwH8Vwfc31kvYJiff33hf8V6844iIC0hY2Kj4G5MWnOf9ISv52qwDEK7TV3eyPCfFuvWLbgPCG8X/lpRLlZKcM3nxf3fiauVNrzqevUbCuJduxWK6wSWiFz9FIIeBCJgsZpXjsRcQS60JN70wuIYgp15aqz7Oqka4+RmkxT1xyQwO1n4fmw3zeQX6zn4Q/a2NU3yLji0GRn76+AdxZM2y9+O9AnKWsnJ19fBvfWZtZmAN+c+M7x+2tgWFPk54gfRo6355egyIMsPcy7SppBMxmSBIEaWP9K4t/3+zq8c2/a3cg+Nx/17gX7XioG89jz+PJfI5/LQ7EGB35L7L9zc6gtLqFB2vxOZueQasJQUCIsGanafuiZDK7oZaMyIZzlgcWXwnJNWM2h34eXb47feMq+MNgLLZrH+5Q/whOXpG227PXwSfNONrb3IPs8adcHIvfiwZfrW18PVYHksSyHXgkv/lJ8Hg4KNze3D3o1rhYlFdDdCsH+xM/qxD2E1jvRb/PPiP5eNhkuXxW97LurxPEmzYcXfg7d6gQ0RiDIy4e8MuSpRcCH1CtTIplrXHkRM7t6roeEYhZ2NsP/UtQmKSqH6oNhzVNiInvBs4RTau0ePYGIVzZkqZn1zoVWTTYZKSSsFo+HvgQWBBCTT01QoOxzU9/aLawAhRnEocw/Ew68JPLcnKLJmN25GW7RuCfpjYH68Tahlc/Lj9tGXnQCvPoS9Sfez557eqFru+iPM+FLd8KHDyb//ahrodADTyfQyx33C3F9VbRuqCFllL9cCFQNQ1UcrN021g1RnbBp73Xt+HHIlfB4kvS0Mw8WlpMkqH1EY2s38rzDhfVFfQ5P+GXS7QBxPXc/BW7ZQzxHWz+I/PaT7RH31RSoE9XGlm72nh6TQGLu8RHLlnruOxIoB0orYXYSaw9AaVWK3yqFxVSlyAMLzk28rvb//95HyfcJcP7T+B/4C0Or8tnQ3kPUnacV1rUT73knwaf/Sb1fPUyaD6dFK2ICoevc0NLF/v6QwOnKExb3RASOTH+cE38txqr8QqFQSuA+C4j/LZHiZhTStLT2ReDF6iXL7m1aWpvgZtWHHgvBMuDJ0PvzQAPwdLYHHMMgX2BJQvZGOtUwX/xT6oBUbWd5dF1iTap24K8+JOL6kCvjJgltSiySJDpERKqyzYo3klFEj3m4KDQ52vM0OERz7l95KHo9ndrTgNfNxs5B+o/6WXoBbt9zhbl4wddC7Q11TpILLviv0CTGoppOd4vxj/3WK0JbkgOBeWLiExU0WBijYdr91OjA0N1PhZofCn971TdbdUdKNKhNjhdKIm4dyczwOlhwXmrh4Khci/BpruVuSYTcs/9J5P5Pcu2zyUd72bvClajSL9yL8vKhNn3wa6W7kPKSgtxyts85IfJ52kJxjt9fA+eFrFlJzqe5s4+egSEx+FZUZ5X5ChAWyER+0hm4Uvm9bhpaulDGzxAaY72cdkdyITpRX6SHgmJx/RIws6oUSYKGjiFhNdEjDBS44eIkReDU4HTtvT91ARxwUeL1F1+S2PUH4PhfwKHfZ9KCEyktzIt2wYLowOS6TqHk0JKRq44k4tK0yJGYgUBsf1E2OTp2JOWuJaGIufgl+MZT4v48fqmITdMhDEQdv7Ur8QqS5Ky801/4rYhTGh8TH/rt16MFC0A+SLgDJ3SJUhUJ2liYM/+RfmwsT5A4IZb5Z8Y9a1PGl1CY76IhqXtWFuz/TdGPgRCs1P7ASdfLJnIRBkCPhaCuMzqyUaQcTRKtOkZatDft7GNhTfb5qrWTsPnTskiTmcy3PFbizsVnM0Nk1xaUoIum2n+yW0CGP6qZlzT/W0EpHPRdeC3kdvHDDdC3U2jNXC6hbQoOCBeCk38PpV7Y+EakM0zXBp+HYQU2tPUwe2Iai4okCXOxilYgcOVF/Iy1+A8XwsuC86BO0yadg1nKtoeExIbZ53PkuDfiV/BMjA+u0lo8Fl0gXvelcFtYcC681gkdkUqn4cDP1i4gywBs1b/01QTBZ3t/RWj4n8/SJQYi12bxpYmF5svfj84YZOQAUxWIzwSjPleSJPxf3/t73GaSJCH73DQET4BzMrCkeCZBV4x/8EHfjcRZjNPn0tbQ0s2eU8uj45MypdAdrdU/5mcw0C0mr8v1+Q3LXg+7+oZo7RrANy7358QsigvymDq+JLMJUPm05JP4Y64TL4CG5dCYQ/Xo0ko46qdIqAJWqI2XvQsdTdCULPA+5jmYfyZ88C/x2TcPWhK46Lhc4l5boanurVEsjS8tpNJdmHxCrgf1P7toRcabzqh045IyUGCoroUZudMa2H8sTJI5MoEQJWu08nF4JkJfZ/yYfsC3YKALGlbAppXx2337VViqO1lNmDyXRHVVaeK2JKKkQvTPU/aFRzQZziRXckvAGIaReXBwXee7wKK0642RBOM6iZlVpaFOLYdONRFxAoB1AkG4aE3JnvETKBVJgmOvj15WXBYJqiubHPEnXnCe8O89Roe2P4QqaNVno+0uDLnL+NXguwT/nVEWlwRUuAupKC2g3rNAWItimbJv5HMqX+WjrxWWgOqDE/woEXte5eoAn4uFIJb5Z0UmsJX+3Pe3z1fEgLP/NyP3gjbAUw1ItUwA1lgian8j3GESIHs9NOxy6QyYTdH2GQeK50QHVW5xjxqq2QvvPCCsExm4/gQmJLCGOhTZ56ExdqJ7VX0kYDjOuqDzfjPwvpR9nshkvCoAs1JkmRsXsk6pWtnD/k9omOceD6drXE/2/FKkTzn1T2mDnGWvO7s+NlukSHsK811MryzV3195Z4t0yickSNSR9Hj2aKzLSwrwepL1xUnaVFAsYiOSpZjV2W8kIuDz6P+fJUlkc5u4Z/TyUxNkkRvDcHRYCMo10T24gAVAguiUMXQR1Unk1mEU5ecxraLU+EE7mX+fBfjVsvY2Dvx+bxpzcircVSKgWhVIYgfx2cfB3BNzbKGGWB9aQoN9MiFR254v/jlhtidAaMIufjHxb5KUcHIia7WORqAMaywuBgyulf74LC7H/AzeiP0P0rgMGYXWQpBfmDQoVva5eeTdTXT1D+Ep0hP2RfT/lcV/V+11094zQKOVE7YUqBaoeq0vshGcentyP/gsCfjcvN3UjqIoSOp/r3Vz2ucc2LERXvlN4h2kJff70u918+QHW+gbDFJcEArSLp8qsiX1xcRS+OaIbENVofgm7yzh3giwU5MBR3JF+pS89EXkZJ+b5Wvsm0oIgSSDPn7m4vTrgAh6V4Lxk1oL8Xvd2Y1f6v0685DksXgq17TC9end9/xeN//9ZBuDwWEK8nTqoGP7rDHrgC6qlyybg6gTNrFpae2e1UuWzQdOblpaq8sUq+fqaCOWixCxBKek3GKM5BisNZB9Bk/CQJiWtVjoMqRWN9TVUQeOjE41aRDjiguYMK4o+8mQb07E/Se2Izv48vTpATPh4pfi8o+LwSBJ27X3n8ula+AO56GP7ARmHhS3muzLchBKihLtgmUGiVy6tBN1S0h9HHUynPX9mMV/V1zgYkp5SWYTJhNRfZENVxTsc7ax+0Ncr56BINt2Jikyml8oLHA2EvC5URRY39YT/cNuJyb+TybMSxw3oR0bFn9Hf58C+L0pMv1YgOzz0NTWzfCwwePbkT8W7yf91tj9ZoDsDWnlYwsLhkl2zqG+qCBFMborPhYFIXVeZ9nnYWhYYWN7T/qVVbxzRGpqNZZNV188FkMA3An8EBgEaFpa+wGgO091+pGirvM66jqvA34D3Epd533UdfZl19YxAJFu86IVhuxK9npobDWhU4vCOoEAQtUNw5OfFMc+97HMij9lgD9T7VFSYtpv9CRTkuIEDNnnpmVXP7sSDbRfyGKQmn2MMJerlbQlKeF+ZJ+H1q4BOntzHODlGvGuDEeyUpklEKTE7AFG33MV9gnWI2wlEt5rbxapTzMs6CT7UuVqt5Y8l4S/ym28e6QJpPThdgjhWCOj2jhhj2h3RD1tMCIRgR6SFf3zuekbHGZLZ6+xxzv4CuEiZlZNDB0EJrhp6x6g88hfisxE5zwqfkg3/qi/L/pm8kKq5dOi09WmIavrLEkiNbWaYjZZmuAxYiltWlr7Vsyy5Om+YtAhEJTvSV35e8BHwMfUlb9DXbl9trDRwBE/zLjzTIbsc9M7GGTrztEjo8lSM40tXSjayY0Z2toUaeGEH7ABA1XcBM18LUZksE/Q/rIss9XMXKyJ6ZASapDCmuxc/ze1ouX8M823ECTEIgFYpyVCzVyTmb+1Zp/jJgmhQKdGTyUQcj1TjLIQHvTd1KkY02CKNdQEVJfDer3PQbL/d26STFgG9IXhSVquz6pvrojDOeUPGW+qZvqJi7cwmotWJFycMEufEbhcmWXCMgF/6NzqW7tEZqJZasan0L2T7J5T+9m8fFFI1QDkXFxwD/2BqPUw66j0644B0Fq9ZFmA0CBWvWTZ6UCz3o31jLJ3AFdS1zmTus6ZwPdDy8ZwAJZoWSx0GQIRR7Czb4i27gHzDvLN5Sl/DvjcdPQM0pFrG2JdhixwQ4kMtAbfE2HX+sTnkLCibDZUVIu0h3OO00yaLRQIHOYyVFyQx7SKEp3X08jAUzfdA0G270ri+pIpx14P/9eQ9eZ+r5sN7THF7xzI5PLixGk9M+FHzeFCcWEM7IeigCu6AAAgAElEQVTdRflMLCvK3QqaVwDnPBJdqVsnGWf6MRjLLBQ2oK2zEMVZ94mCf77dkmyZRmDIgvG5JJzIy09d62GMWL4D/BnYrXrJss3A94Bv691Yzyjrpq4zMnuq61wBZFAZZgwzCWuDTdWyWOwyZGZg8QX/FfUX0gxgcro81Xo56LKYBeZPMmeYlX3KHdLuFiXOODGj0k2eSzI+sBhsshBYJBDoEDz83hSB4sn2OV5H7vCUx4wE8joB1Rd5gx5fZPcE8xuUBEmSqK7SYc0oSDGMFpYmrXVg1H2pupvaRWG+ixmZZPoxmAnjivAU5TvatStbZlSWku+S4sevqgCceFPyODYpRiA45IrkKXEzwPCEE2MkpGlpbUPT0tqjAR+wW9PS2kOaltY26d1eT8qKBurKrwHUJNnnAI0p1h9DLwZoICeWFeEuzEv+sM06RqRMi8uk4lzU1KP127uMz287fX/xgpRaEFXQqm/pZr+ZOWQ12et08VLrDVigdS7Kz2N6Zal+lwW91PxIFE7bPXFOgcJ8F9MrSowVThecByvvEtU0rcbsa5WBFi5h5pp0XPIGDGWv3ddWkz0oYK8LBEQXswqkq4Z98UvQulbfjr/zluGpgGWfmw82pal8fO5j8JdjbUtPKfvcPPmBbm8CUzAuVitzJElKnYBhBFOQJ4St+u2Znpt6L4b6pqPrxCtHZJ+bF1ZvT79iLowVJqN6ybLxwHlANZBfvWQZAE1La7+rZ3s9arfzEdLGo6GXF0hSJWMMq5EkCb8vRad2zsOiQuUIYqrUQmFeqLqhxe5KKtMqSijIM1jbDVildTZFI1NQLKosp+h45UxyTuth4u7w09actd1JSXl/WRVUnP44auaatLFC2vMpdMdnDMuAyWXFlBSkUDZYTEaBsGWToyrjpsQ315g6Fxpkn4dNHT30DQaTr1QSKiapt49TCyuqwktsJfYMkX0eOnsHaesyyCUsyzaYkulHa1FMpfgZIXEp2ZBVUoBYC4FhbTEo4cQY6XgKIQx8CLyjeelCT6XiDkCXdDGGPcheD+9u6Ei/YiYcdJmo/msDeZJCtTfWlGyt9J+fp5qzDdZeWaTF8Hs9vNHQzvCwgstl3X8ne928uq7VvOOe/5zQqgIUZ1GdOyk2aJfCAXx6crZHAsUnl5fo2XkODRO4XBLVXudk9ikvLaDKXeiYzEepCPjcotp5ew9zklY7z/AanfIHWHVQxMKZY70YbWBxlcee6s9qpp/mnX1MHa/nvtaJzgltwOfh3+/H1GMYJfi9bl76rJXgsEKe7r44xkJgENqEE/tMN7LfHiOG4qaltVemXy0xerIM/Ze68vGa7xXUlT+b7QHHMB7Z52bzjt7U2qhMOfbncPLvjNtfhshej8lxETraYFSmIS3l04zdXxLsyj4l+zz0D5mQyk9lxgGw/8UMKHnM2/JjHn5nU277kyQ4+HtwUYIgc7OFt91PgQMvgeNuTLuq7oBtV2hSo2qTc0ROZX20Af8I8UUOFzc0UpgqrYSDLjXsvpTNaGPGbbA3RavfK+oxjAQhM1MCPg8DQ8Ns2ZFBX3zSb2HfcyFgbFafkZCKd5Tw9+oly75ZvWTZ5OolyyrVl96N9bgMeanr3BH+JiwG9kVsjRGH7POgKNDUNno6NdnnZkNbD0OKmcGkqbUgss/N+rYegkaYs0+5DQ6/WqSAtAB1Amm1f25kImTivZhXQC9F9AZd/OCh93PblyTBMdclSQNsskCQVyDc+XS49UwqC2WuSTdxKZsCJ9wEX33QkCbKXjcb23voHzJQ2ZADAZ/9igI9qBOgzFLFZkiOgsG0ilLhmmmjgBUwK9PPaXeK9zRpbkdzpqGskgKUTRGWqHxjY2pmVJYan3AijrEYAmAA+BXwOhF3obf1bqwnqHiYuvIZ1HVuAKCufCZWp50ZIyWyZhK226TEGWBGGn6vW1Q3VHz4yVELnCUBr4eB4DCbOnqYWZVjYq19zzGmUToJaAJCD51tXVGXgEaTfdgc844rWdEFOShILRwAqWdAPeBiw44rq64vbT3MTur6Yh1+n5vWt4UvcnlJZnUVrMRTlM+EcUU6J0D2DKd5LomZVaXmCi1p8IUy/RiuuJh/hqgF4JubcjVTLDkOQZsUoCb132A6piScGCMRVwKzmpbWtmazsR7164+BV6gr/zt15X8HXkKURh4jZ4yZcIzGTi0wIWRirDxMLLChUq1/BGuPJoxLk33KJHzjihhXlO8oN5PRgsiIYu0zrs225QQMK35nAcLdKsX1coDAKQJP7Rs3JEkyryJ24Ii0cRalhflMLi8eEfdTpng9hYwrznfM+GV4wokxEvExoCMvc2L0BBU/Q135AuBAxAz2Cuo6s5I+xjAHd1E+k8qKR9XDpg789XtcxlHzLkqRkzsH0gSeyRqT6xG7jSwvOTHQeix3GQpnvbLwXjQvIND+CZuWgM/Dsg+bLQ2ADBc4csiEKeyKs73L8cGJss/DUx/am9YzHbLPwwurtzMUHCY/z3qlCwhB9+0mg5NiZIDssy/1qZmoY4BTtPKmJ5wI87l2YAkCq6qXLFsOhNOHGZl2VD3IdqAT2J268sMybeUY5uK04L9cCVc33DGUxL/bfKo8RYwvLRix/6tdAZiy1ySNXxLWt2WtEEmNAzS4WmSfCIA07XwTMK64AN+4IsdYH1VfZKcIKKmQvW529AzSbmbF9RyRvW4GgwobO0xKAqCrDR62dBqcFCPD4ze0dKPYlOLaTAIOCsI3PeGEw/prm3gcuAF4DXPSjpZfCFwOTANWISwFrwNHZt7WMcxC9rn596otmRUucjiyA4rG+B2UdjFTZJ+b/3wQSqln6XE9PL5qC70DQUoKzddkN7R0MXeSCf7tDnuOVPedxlaTzjfpce1/DlXC1W0dovVMRUCTWaXSnSBwfNxk8X5Qrlm9s5/IarO/qK6nVqMKug0t3ew+xfoYONnnZlf/EK1dA/jG2ZN+1Sz8XjePvreZnoEhSgtNsLJngDaAe1pFqa1tGa00La39ay7b67EQXA4sAtZT13kEsC/QkstBxzAe2ethZ98QbWZoo078tfH71IETisbIXhNSj1qEmn2qsbUbznkEzsipr4hn9rEJF/st9vN2ymTVbPzhzFHWnq/w/XXOBNyUonsmkDaDTZEH6jphv69leYTcBVbZiqxg6dpgs1vaaE6JqQ0sthvdqZPHyJjqJcseDL1/WL1k2QexL7370SMQ9FHXKZKZ15UXUde5GrA5Zn2MWExNn7b/N2GP04zfbxr8Xg+tXf3s7DOrumF6zZrsc7NtZz9d/UMmtcE8ogb7WUfDHqcae4Bp+yc+brjgkTUd/2j0/02EpyifiWV6M9cYR8DnpqNnkA6HuL74Qy5phle3NZip40sozHNR72BrRoW7kAqb3SLtTooR7icdMGk2GielVfV5xhJOmMjlofcvACcleOlCjw1pU6gw2ePAf6kr7wC2ZNbWMRJioEuCtsDL/n7ddSicR/kMmLIPEN2Z2RVAqE2jOX+as4MYY4lo3uzJTGPVIOSEwc4q7Mg0FJ6wtXaxXyLXF4tRfZE37+hleqVzXQ/y81zMrIqtuO487LYAlRbmM6W82MSJYmrBccr4EgrzXaNSc21JXRidmJ9wwlkunlbStLRWzV5wSdPS2qu1v1UvWfZL4Or4reLRUam484vUde6grrMOuAa4GzBY1ThGrkytEJ2aE0yDOXHFh3Dm34HoybhdOMnkmimlhfZknyopzBMDvEXXrbF1dAYEJiLgsz4A0pIiWxkQsUA5oz2pGAkxSE6IEbFGKEk8YcxzSfirRoYbWqYUF+Qxdbxz8v8HfCPXBXeEcEyCZSfo3TizKJO6zhczWn8My8hzSVRXlY4q94kZlW5ckr3ajRmVpbgk50yGMiUwwU29DR2wbFHHP3V8CZt39NLWPYDXM7oCAhPh97rp7BWZa6osOt/pFSUU5Dkns4/WF/lwE4vfGYHs87B8jb1pPdMh+zw89M4mdvYNUlZsT7E3v9fN46s225YUQ/a5Wb11l+XHtQInxOKp+L1uHntvs2UJJz4vVC9Z9m3gEkCOiRkYB7yqdz/O7KHGyArZ67Fd02MkakYR0yYiOpSsxQV5TKsodbyWLxmqhtJqDbo6CJl9XLsDEq0mnLnGwvPNzxPPYf12ZzwDqi/ySLjmsk+k9dxkRlpPgybO4WfI5sDiXX0i049dx9/Y3sNgcNiW45uJmgbaCVbUz1t/bSH3I2IF/k107MB+TUtrz9G7E3vzUI1hKLLPzf8+3cZgcJgCh2qjMsWO4lqx2JXP3whkryc80FqZUk/2ilR+Lbv6mVBmXtJT2evm5c9aaWjpYlG1/f7tZqOdvFl5vlZZfPSgVrcdCc9kQBNgX21TWs90yJoYkb1titWKuKV12ZL6U/Z6GBpW2NDeExa6Rwuyz0OXBX2xHrTxSHakmB2tNC2t7UTUCTs7l/2MjlnjGIB48IeGFTa2W1e4yGxkr5umNnszisg+0QYnaFgyxa5Ub7JFmuypFSKTi6GTw0rZuH0ZzLSKUpG5xurr6XWzvq2HoEMy+9gdCKsXv8UB9tkwo0q4RdpqIbA5+NVJ2XiMRrYpXXEiTE044bC6MSORMYHAVoy9gUdjp+b3uekbNLG6oQ5kn4eegSBbd/bZ1oZsCdgUFG1VdguXJDGzqtTYwe785+Abzxi3PwPJc4nztdo1UPa5GQgOs6nDYGVD7c3ZtcfrZktnHz0Dzk4HXBlK6+mEyVgyivLzmF5ZakuskcrU8SUU5bssz4imos3SN9rQWl/spqQwFOTsgLaMEc+YQDCK0Jp+RwvmprDUp+0MOCh1W6aEU+pZPNirA7wVHb/sMzgVp8cHMxcbtz+DEe4yNll8jH4GFl2Y1Wb+EeSLPBKsGbLXbWuMiMsl2eqaWV5aQJW7cET28emYXFZMcYFzMhCqdUTGcB5jAsEoYnxpIZXuwlH1sDkp9ajTB/VEqNmnrG57eIC34F6UfR42tPUwNAoDAhMh+zxsaLf2fFVlgxO0jBBRFIyEvs6q5yAXZJ/HdtdMu/8nwxULDkH0xSYJpTMPyXgTqxJOjJE5YwLBKENoepw9+GSCb1wRHpurG04sK6K0MM/RZv9UyF6PLZovqzTZstcdDgj8POD3isw1G83IXJOESnch5SUFjpmAO6ngUjpkn5uWXf3sMrziunEup36vcM1sttEtUva52dDew8CQPYK97HVO4LzRCGHHhHPb87TM26ImnOjqN7gxYzEEuTImEIwyTHvwbULNKGJKR61TQyFJ0og2c6oDrdUp9WSvh40dvaYP8CO5eFw22GE1c1pmn5HkizwSrBkBs6ygUxboXlX2egiaIdjr7Odln5vWrgE6e4wW3OxH9oq0qnYJW1FtMcv9cIycGRMIRhmyz0NrVz87DddG2YfsgLSfTkh/mi12ZZ+SfW5zBvgYAqMwmD4VpgeKl01JuFjUOXHOMzBSlB8jIdmDE9poV0a0yPHVzGjOuceNQva5GVZgfZv99+BIsu593hgTCOzEhDRZdqdvMwPZ52Hzjl56B4L2tcHrZvOOXvoG7WtDtpg22Ke5fa2KvVBjZ0bjQJ6I8aUmZq6p64TxMxL+JPvcbNvZT1e/MzL7qIoCp/sizwyl9XSyNWPCuCLchXmOiNWyy5LiBKHILFQrlRPcXq1MODFGZowJBKMMu7UsZqBqFOw0ucs+N4oC69tGnp96wGuP5itShMb86+b3uh0x2FmFHZlrVGWDnfnqtWgLLjkZJ6T1TIdwCTOh0n0GSq/ykgK8Hvsy/cyoLCXPJY1KxYKalSunc5t3ElQfmnNbTEs4MVaHIGfGBIJRxoxKt+jUHDJoG4F55c71axZN87G1ALtS6kUGeGsCi0fTPZ8O2YaMLE5zqfB7nVNwKR2mpNQ0eALkhBgRO93SCvJczKgstf0/MIOy4gJ844pyE+bP/Ad8/UlD2mNaXOAIR5Kk8ZIkPSxJ0mpJkj6VJMnS/NdjAsEoozDfxfSKEscM2kYQMXfad05WarvNwK7B3qoMR6MxdiYVss9Dyy5rz3dmVSmS5ByXCvMUBcYjez00tdqb1jMdstfDlk573SLtrEUAo1uxYI4SIbv7WfZ6bM0o5WBuBZ5RFGU3YG/gUysPPiYQjEKEO8Ho6dRKCvOYUl5s68DvLspnYlnRiP1fhYnWeoHKKk1QeHI4Qq9PpvhtcN8pLshjWkWJY4TiKeUjxxdZ9rnpHXR2tXPVLdJu18y2bvsy/cg+t+31GMzCSQXyrEo4MZKQJKkMOAy4G0BRlAFFUXZY2YYxgWAUIntHX6fmhM7MaVlWMkFo0Afo7LV2oFUH+B09A6YeJ2CEj+wIwq7zlc0qcJQFVha/yxVVYHVypjInBNWqbmn1Nj3Hss9D/9Awm3dYV+PDKmSvm46eQTq6ze2LdbXFTBdchycZSIEMtAD3SJL0niRJd0mS5LayAflWHsxJVFZWsmLFCnsbUXQ02+SDYDV8+ulqKjrXGbLboY5B+gaHefTZ5XhLQjLf3OvEe7bnnH84zf6FsAY+/eRTynd8Zkhb9VI40M/arUMsX74cySjfWflqPu4ohfWw8q2VbBmXWj4uHuzn/WaD2zD3Oj7p8MAGeOutt9jkMUdG79kmMsM88uxLyOPzjNlp1wy6Z/8QPoJ169axYmh93Crd28VxH37uZWYZddz+PeiZ/SP4COrr61kR3MDgsIJLghfe/sSw5wiAudfRuW4aeR0d1vQXOp/TwWEFCVhu9PkCnZ29FOSR8HwL+/tZt834Z+DjTjc0wdtvr2R7mf77ZBx9fLyhy9hrM/c61raWw2Z49bXXKCvM/Tw7+oRrxLOvrSK4uSDn/QEw1A9zr6N3dRnbtm3L+T/oHxITqedXfoi7fY0BDQQqzgLPyexcOxWlrT1tG1u7xP/01Mtvs3OqQf/T8CDMvY6Bj0tp3rKFFSvakq66s124Sz3+/Gvs5TNoeqQ+0+/D+qYmVqzYYsx+M0Ttix957mVmVRjUF/eMpzfUF6+rr2fF8AZ9bRkU99r/3vyAwpbV+o6Vtm9UYO51dK2ZRGtrq/3zu3jyJUl6W/P9DkVR7tD+DiwALlMU5U1Jkm4FlgDXWNZAqw7kNNrb26mpqbG3EQ/cSVPDSuAW5s3bjZp9pxmy2+KGNu79+A0mBPbisDk+sbDuFPF+dmd2O33oG9Q3vg7czLzd51Gzz1RD2qqXpoJGXtjwCXssXMyEccXG7PSGr9DdtydwOYv2X8ScieNSrl6f38jyjZ8wf9FBVHmKjGlD3SnsDC4GLmP//fdn1gSPMfuNYdr2Ln733ouMnzGXmgXG3Ge89Cs6V/4GuItZs2ZRc4g/bpXpLV3c+u6LjJ8+l5r9DDrusz9m52d3A3cTCASoOVQGYMY7yxkuLaemRn8xpLTUncJt/T+lYNLB1NQcaNx+UxwP0PWcznhnOUG3wecL/OHT1ygqcCU8341FTfx3/cfstuBAJpeXGHPAulPoCy4ErmThwkXsPqVM96bvDKzh3RX1HHTIYRTmGyRM153ChqFjgG9w8EHGPOuKovCT154lv2IKNTV75N5GgJY1cNuXKRn6PRMnzqSmZt+cdzl55fPgqaKmZh8DGgjc+TPY/A639F9PxYwDqanZP+Xqg8FhrnntGYq806mp2c2YNuxsht+cTmHwdiZPkamp2Svpqnvs6ucXb/0Pz5QANQfH92dZoT7T3M/M6mpqauYYs98MmdnazW/fXUHZ9DnULJxuzE5X3kXXmzcCf2FWIEDNYbLuTa99839Q5qOmZm99G6TrG4cG4Oen4un/BV7v/tTULNTdFosYUhQlVaM2AZsURXkz9P1hhEBgGWMuQ6OQSC0C55qnM8XvgOqGYZP6CHBRiCWcUs/i/29GZSn5LsmSe1GkHh0993w67AiADBdFc0isht+r+iI7oz3JUNN6Gnt/mlDHxmfvM2ROph/9LiReTyHjivNHbKxYKqZXlFCQJzkmCH80B3Bng6IoW4GNkiTNDS06CvjEyjaMCQSjEN+4IsYV5Y/IiWsyZAfUIgjn8x+Bk87C/NBAa7FvrpWp/GSfZ9TFzqTC7/XQ2Npl6fn6HeYLLztAUaAXuzPo6EHESdlb7M20jGg65KdIPQZn3N9Gkh/ui51xbmOpRxNyGXCfJEkfAPsAN1p58DGBYBQiSRJ+B+SUNhK1umH9diM7s8wGvakVJRTmuUbs/2qXRsaqjj/g89A3OEyzgzO5GInsc1t+vpPKiiktzHOMsmEkWe1kn9v2tJ7pkH1udvUN0dplX+Cp3+um0UbBfjRrrg3PQJiD4Gh4wolRUJhMUZRViqIsVBRlvqIopyqK0mHl8ccEglGK7B1d0reaUcTOc8pzScysKh0RhZASof5/Vg+0ss9DY1s3QZOP6x+FrnKpsKMquSRJjtJ0lxUX4PUUGawoMAfZ50FRoKnNGf9dIpzwDMk+DwM2ZvqRvW6aO/voGRiy5fhmInvdrG/rMb0v1tcWtdChc5+Hzxu2CASSJJ0hSdLHkiQNS5K0MOa3H0qStE6SpDWSJB2nWX58aNk6SZKWaJb7JUl6U5KkzyRJ+pckSYVWnotTkX0eNu/opXfAudqoTHFCikHZZ08+fyOwK6We7HWLAb7D3OMGHJA2MWfkGphbq2vVsD+/DRWLnfQMjBTXg0hsl3PbGq7IbmctAq+9bmmyTc+VFcg+NwPBYTZ12J//3wlpbseIxi4LwUfAacBL2oWSJO0OnAXsARwP/FGSpDxJkvKA24ATgN2Bs0PrAvwSuEVRlNlAB3CBNadgACaauPwO8Lk3moDP4OqGWZg7ZZ+HDW09DAZHXoXFgE2VXcN+3iZPIn3jivAU5Y9sC8F5T8DZ9+tadcK4ItyFeZYPqLLXzaYO57i+BHz2Kwr0YLhFx4TxY8r4EgptLvZm94R8NE9UZQcIfCrTLUw4MYY+bBEIFEX5VFGURImOTwEeUBSlX1GURmAdsH/otU5RlAZFUQaAB4BTJJEI+0hEeiaAvwKnmn8Gzidg0STMSiIZRezTbsheN0PDCptM1nabgd8GFxPQuiGYOwiJgMCRMTk0AnMy16RHrWi7vs1+LSMI14N2C4rf5UppYT6TyoodPdHMc0n4q+y1uNid6ceq/soOwtYXB7jYGZ9wYuTHENiN02IIpgIbNd83hZYlW14F7FAUZShmeUIkSbpIkqS3JUl6e2ho9PkHahmNnZodPtPxbRi5mYZ8HnuyT4UHeAuEUyf5t1uBHecbMPoZKMitGKc/7GLi/Osu+9zUO1xgFalHDWrjnl/KeBNJkkRgr03KrOKCPKaOLxlVyjSVSnch5SUFjvEcGMkuuKMR0wQCSZL+J0nSRwlep6TaLMEyJYvlCVEU5Y5QBPfC/PzRXZOtpDCPKeXFI3Limgy7Tckwsv3U7co+FU7lZ0XqUa/H8ZlcjET2udm8w9rzrfY6K7OPExQFepF9bhpbumxN65kO2edmY7tBbpEHXpJlG6zpL5Iff3QqFpyWFECkiu753KSKdjqmCQSKohytKMqeCV5PpNhsE6AtoTcN2JJieSswXpKk/JjlY6AG/znjwTeC8pICvJ5CA10kMu+ExpcWUlFaMGK1GiKlnvVtD1g0CKnuLE7RgJmNHYHFnqJ8JpYVOWZSofoij4RrLns97LQ5rWc6/F4PQ0a5ZmYZ52B3ph81S5+TBbdsCTgoKUA44YRNGaXGiMZpLkP/Bs6SJKlIkiQ/MBt4C1gJzA5lFCpEBB7/WxFP63Lg9ND2XwNSCRyfK4Q2anR1arLXY/vAL/y2nT/5SITs87Cls8/y7FOyz83WnX1095s7wI/mgMBE2OUaKApYOWNSUZDnYkaVNcXvckW2KbA/E5zwDNltDZZ9Hrr6h2jZ1W/L8c1E9rnZtrOfLpP7Yn1tEdfZECXfKKhDYDd2pR39oiRJm4DFwDJJkp4FUBTlY+BBRLnmZ4DvKIoSDMUIXAo8C3wKPBhaF+Bq4EpJktYhYgrutvZscsHcG9jvdbOrf4iWrtHTqTnBlDuSC9fYNSGxaoB3Qh51K4lcT+sDixscpGxwkoCSCmPjL8wZP5xQkV29rw1RvGSVTW7kxKVkihpY3OiAc3OC8DlGBLuyDD2mKMo0RVGKFEWZqCjKcZrfblAUJaAoylxFUZ7WLH9KUZQ5od9u0CxvUBRlf0VRZimKcoaiKKNn9psjkcFn9DxsanXDzp5BG9vgobWrn5199rUhW8ITZhsmkOK45t6LpYX5TC4vHlWucqkIn6/VFgKfh87eQdq7neH6EvC5aXJIwaVUhNN6Ovj+LC8toMpdaOu44fe6kST7Jq2Gaq4dhlVpoPVQ5S6kzKKEE2Okx2kuQ2MYyKjMNBTSXtUb0YFkqd0Ma2VH4P8arg5pcdurq8QAb4XWMeDzfG4sBGBP5hqrBDy9yD7hi7zF4b7IeS6J6qpSx9+fdhd7Ky7IY0q5fZl+JpcVU1zgcrRrV7bMrCpFkpxh/RCJLuwNIB8jwphAMIqZOr6EIpuLzBiN3wEmRtkmLbsR2JV9Sh3grRhg1SwaTnFnMRvZKwQgK8/XSW4HIAJhAdaNgL5OXC9n/G/JcIILlp3uoS6XRHWVPQkYzKa4II9pFdb0xXoIeEdGpfH/b+/Noyy56jvP7337exG5R2RtmVUVN0oIySALEIXEpjRtm6Wx5TltZuDQNo3t9unGdtPTc44HNe22aR+629Ntm2HM2NZgfBo3NmC8oMaARIMKywiQCoSESqWlSlWVtS+ZWblnvnyZd/6IiJdPqsyXb72/X8S7n3PeqczIzLo3tnvv73d/v++vFzAGQYJJpUKJsQS9bPuriiJ0A/WBEQspEd+dFyr1KV0TvHSD3BnOSi6dxHMszGtWrhkbKiGXTrEJqYhTLLJ0LUx2StYTQCtqaTshXQvXFsqYXSYMzSRW+vFdegGLbhE5EdqmA/dGup1SlFHchSQAACAASURBVDJJxe1iDIKEEyzCeEzanaDz1Q2bJ5dJYZy4D+1ApT4VhfJ0u904F49rBX9U//mmUwIHRkpsnA3VWOQY3HPpBrKeZ9uV9eyiqgqH5PxI6ecKkdJPZLiVK50y3PgQhYRx2EWVCcx1jCvGIKBEg0yWdGycnVlGWaW73pYuOudpbn0wlDHeeZGR+pTmiVa6FhbL612f4CWzwlndhup8PaKaFlsRFb+Lg0c3DrsZ1LKfQR9or5N0LWwoYHKa731qFelYWCqv49LcCnVX2OUj9TLGIEg4nmNhfUNhUu2i7krH8BwLp6YWSRVFgsXHQiwrLG6qTOjXrge6r9yxN4G5M/WIlGt0L978URuT00uodCz0pT04SBI3QlXWk3EO0v7hEtIpQRoSRq2Gszle8X+mmoWTV77zghPxm5O5YAyChFMNJ1B7iHvSOaRrkyuKSNfCytoGLjLwsDQLledNV7vpakIg/WSng3RKwCNIgPQcC2vrCmdneCj7SEdP8bt2GShlMUws67kTuQx9aGak9EPVBw4CFt3CJ3IKbUUhm8a+wWL719kUJmsbYxAknGosaJIMAicqGtPmAqiN+EkOMbatsneAxoO+W+ME74/GN6SrFSi8450tstU+HMJcGiUOIYeSWP0lEMWgkxDuL2Th9uXZPN+dZFd/HqVcms25BeInPPrSyxiDIOEMFLNw7Bxe2PV24BcepO5OR+Cw3XmIQR9ahUp9KprgdShEeU6nlVx44zkWzmg+X8mszslmdVn+C4s4iD1EiaeUYZHS7cQ41Zu5YvUQQlTlmTnguzaJ0IXhxRiDoAeQro1TWQnsfx11VzqCY+fQV8iQeq/cvjzsfDxUTbaCakEiXUtLTK507CB3pl0ll5jgu/rPd8jKYaiUZbNgimKRY7FD4Nrksp47IV0bq5UNnKcMzXQsnJ1ewmplnab9GBhurdIZr3xnFvAdFZxI59r/P3oUYxCQoifmTTLyBHSCSFGEcoux6mGJweJjK3w3VJ/SLKnnOxbOzXR/gqdWKNENVbyz7ERV6F/4CnDzO9ruS8dikTVQLezGePzwGKh1VZV+pmgMe+nYmFlaw/Wl5NU0ka6NczPLWFmjMbZe1JcogftKG2OJEMD/9t+BYb9Dveo9jEHQA0jXwtRiGbNLfL1RzdIZI6c970ZcVE22oqo+pVlST7q2lgm+52oROFH8vN7zlU4Hdnz2/Chw+3s70x9iR0GjxOH5jIzqU5RKQw5t8utmGFo8x/l6+K4FpYAzRMZWLR2THr3lp4B0tgM96k2MQdADeJH1HYOJslGkE1Q3pFQUkY6N89d5eFiahSoPQ9cEO1DMYoS5kksnGSjRnG8Q+rKK+RUezgbp0BTda5ZI1pPz8+naefTlM6SLYWqlnziLR+yEJHIibMXu/gKK2TTr96EXMAZBD5DE8AkOiiJVDxrjbf/toCoGsxmG0P1JyI9JoapOQbFj5TFMLF4sr+PyHE1120bJZVIYHyqyfj6D0ExapSFqpZ/9wyVk0yK2oaH18BjtfkRCFxyMk17GGAQ9wP7hEjIpkSgvB4fqhnE2tPoLWTi2/om2rzrBd/+aeY4VC8WZTiEd/eEyPjOjuBpiEoP7Ll27vedTR6X7TuSItAllrlYmncL4cIn8GnQDO5/Brn49Y3EjeJoEJwzbYwyCHiCbDorMcJm0O4HnhIoi7QwgbYYVxH07mSrZPGi3+9csibkz9fBcS7tyzf6RElIdrTLaHtWQtBiMdZHOP+dq59KxcGF2BUtlutBMn1jpRzp2e+NkcbhznekwbTsROhiap0twwrA9xiCgRGNlvTgnwG5FIZvG3oEiaQJhKZfBnoFCbLeTqYp3BYmfGqRHq9U4eSxWuw1FobB8Jo3x4RIbz14Ui9yWo0ATkaznhVkelZ63wmOwAxQp/cws0ij9+K6FM1NLWG/VcBu7o7Md6iDRuoBDzo0uwQnD9hiDoEeQro1TU4utD2oM4WDkxFmn2nMsTC+WtUvq+a6F6xom+DiHdLUCVTw/p+JNm0X3+L+TcXg+N0OwGIRmEioNldc3cH6mRcONwWJ7OzzHwuzyGqaJjK1akqzoFBeMQdAjSMdCubKBC4RFZjpNFHpC6d3wQ283Bw9Ls1BJ+m1O8N1dtFWVXGKwOOwE0fnq9uZKN6g+zSX0hYOjoBE2DQK+zyeHpPG2JVrbHJuj9pOk0hdR3VVkYNDrFJwwbI0xCHqE6GVLUpKldO02qxu2v4DxHAvzKxVcW6D3sDQLlYeyWoSmy+1GuTNxWBx2glwmPF/dtQhcCytrG7g4t6K13e2QMYlFjmQ9OSzGtqOYC4u9ES7SxoeKgSgG1Q5Bu0aRxtDgZtmsNUH/DOoUnDBsjTEIegQq3fluEnk3KI2cOBQY2o5xIvWpsaFiIOWn4Vn0Y+It7hTSsXDyCo30KIdFBbAZi8yh4FI9hBDw2no+NVW6J5YezaRT2D9Cp/QzbOUwUMyS7VB0k7GhEnLpFBtHYZRob6DBGAQ9gmPn0FfIJGo7jrpoDVDjPYrhIJatTrR6+56peu67/yx6joVTU7yVXDqJdC2c1ny+PrPk7TiE4kTEYQHkOfSJp20r/bSBEKJ6DZJGOiVwYKTEZv5qW4rX0BbGICBF31ZiUGQmWYWa9kSKIq2eUwcmuL2DReQzqVgsPrZCtpWA2frzq1NpqFzZwPkE5c7UI1Ku0Xm+o315WDk+VUY3wyN59Kce0g2qnS+X+YY3+a6NhdUKrrYcmtmJPrSp9NMmbe2SMFYZAtoVxujs/dAlOGHYGmMQ9BB+wrwcqZTAQU2a9tuRTgkcHInvdfVdG6cJJlrpWpjU0G6cd3BageJ8I2cDF89eXyGL0b58LJwfcah2zsHAipR+zs3QhIH5ro1LcytYXG2hHsOw3/kOdRDp2picXkJlfYO6K/UFJ/a/XnNveg9jEPQQ0rVwcbbFQY0p0qWXPKSOsW0HL1SfallSr0V8x9YywVcVQq7wWKx2G48oXIabsk9c5IA3lb749lWXKlj9PtCq4USGdkvj/M1vB/y3dLhHnUM6FtbWFc5qngO27ksdwYn3fh74wHc096i3MAZBD+GFL1tcF69b4TsWzk7TKopI18Lk9BLWGHhYmoWqeJcuhaModyZJz3w9IuUa7dKjjo0Ls8tYWeMR+qIrJK1d2pL11KRes3egiEI2xSNXi6gPntuGSl/eBn7ubzrco87BKeemruBEvg8YvUV/p3oIYxD0ENQFXrpBe9UNOxOuIh0blQ2FyWneqiZbQSY9qkkhSgjRZp5EvAjCd/R76z3XglJ8nA3SCWKRORRcqkcxl8begQKLxdh2pMKwSMp727bST5scHLEgRLJU+iIkI0ehTsEJw40Yg6CH8JxoUEvOy8YhvpWD2lGrjFg59Bcy2uO/h0rZYILXMAn5rs1GElMH0rX1hwy1E1LRBTh5PXciDrsZPsEzVQu10k8hm8bYUJH9fWqFISuHoVKWTRJ+HN6HpGIMAko0FywpZNPYO1BkM2l3Ag5Jeb4T31oEVOpTkSdbx0LdcyxcmF3BUjk5uTP1kOH56lSu4bYAr8bmM1nk1CN6DzhXO5euhbMzyyhX6MIig3yxVp6vzlxXz6E1irpJy06ELjyz0rVwZmqRRZJzr2EMgh6DW/Jfu2xWN6QbqAdKWYxYudheV0nkeZOOHmWaKDwpSYZwPTyCJNBSLoM9AwU2XsYoFvlkDELFpGNhfrWCqwt0sp47IV0L6xsKk9OEjhfXxuW5VTJRjKhmBGfDrVU8h16cI8J3bKytq56RiuaEMQh6jGjrN0mDmmQwmLXuvaLHH21DUq8NpGvhyvwqFrrcbtt5Eql0B3vTfai84xwUvyIy6RQOjOjZgWqXOFSR9+qpv2iCOrHYdy0slddxaW6FpP1uIl0LV+dXMbeyRt0Vsrw2Lggh0kKIx4UQX9LdtjEIegzpWlgsr+MKYZGZTkMRM31DH5z4Fn3ziOK/q3HnzQ78d34A2POqhn+9LSWXX/oGsLfxtjjQ1vm2gXR4ORs4OAoaofUFkL6QUw6hmVSKaC9tPw5GZrNUE4sZnJsuwQnGfBDAcYqGjUHQY2wm4SbnZZOOhRni6obStXBtoYzZJXoPS7PIdiT12sAfbXGCH9gH/LP7G/71QjaNfYPF1hYSY68B0tnm/46QYi4431MEUrLzKxVcW+Ch7OPFJBZ57wD/auf9YWgmZT2PAyMlUqWf6twZAyOzWXwGBl+ETsEJbgghxgD8YwCfpGjfGAQ9hh+D7elm8Uc5Fc7hO6lvRySpp3sy2D9cQkroCUOIc/G4VqAI39ncmeDxDkSxyOcYFFyqRyolWMVwb4fn0L5D1Eo/ewYKKOXSbJ7vTrJ/JBiLOZybTsEJhnwMwK8DIPFiZCga5cDw8DCOHDlC24n03bgsXwM8Axw//gyGZk90vckNpZBLA3//+DMYWznV+B9m7sZF7w7gWeD408cxcP357nWySa4sBu/Olx/+HuZPNeHNvfkjOHbdBs4Ajz36GC70tW4fX12I+nAUs/ua68PTMzYwCTz66KM4Z9PY6CMFge8cewFHMhca/6OFcSzedC/wFHDixAkcqZxpvd1sE+0CWFoLwlJOnjyJI+uTO/5+bnUVz12s4KGHHoJoUt1rdnYZaQH68aIJ2j3fbLr58726FLwDX/nW97E82dyuyrHLQR7J0aOP4Up/Z3I2ZmcClaW//ca3cftoE1PdzR/Bc9cGgPPAtx55BP257ofm2GoFxyYXmrvm62Xg5o9g+ZkBXL58uevPZ3FtFd+/XGm+nZs/grnn9kFNTbfdx4FUGU+eutTSdSofK+HihQs4cmSq5fadvMLRZ8/iSN/Vlv7+zOnTOHKkubFOF05R4DtPn8KR3MXG/2jRxfJN/zaYA06exJGNncfiRihVVnHs8npLz8vCwjKurS9yHK8zQoijNd/fp5S6L/pGCPFOAFeUUt8TQkxo7x162CCYnp7GxMQEbSe+8Is4/cLDAH4ft9zycky8akxLs/6TD2OtkMfExOHG/+gv34+Tp74N4Hdxy623YOL2fV3rX7NU1jfwG498FTlnHBMTL2/8D3/rHiyuvw7AB/Haw6/Fy3b1tdyHtTb6MLd+F4Bfw+HDh3EoDKPRza0vPIrpxVVMTLyp8T/6+/+K2cd+F8AncejQIUy80Wup3avzTbYLBMlvX38Qvu9j4k1yx98/kzuNr08ew4+85i6M9heaausTzzyCbDqFiYk7m/o7Sk5nT+Hrk0+3dL5/cPwR5LPNn+/6hsKHH/kqssP7MDFxa1N/u/LUJeDx7+GOO16LW/f2N/W323HbYhkf/e7XYO+RDT0jVX7rHkxWfgLA+/GG178eI3a+I/2px9HVZ/H4N0/i9W98M3KZBp0CM2eA//tdKFY+jl27DmBioru5Ls+nXsA3v3wctx9+PQZLucb/8Lfuwe+v/jaG9t/Z3JyzBd+cP4bPPXYWd999d+OG7vVJ4GPvQm7jj7Bnr8TExCtbbv+2C9/HE+eut7Z2+Orf4cDBg5iYeFnL7XeTW089istzTY7F3/4EFh79jwA+hUO+j4k3N/Ge1eGYOoFvPfAs7rjrjbDzzS1T7ScehjNUxMTEHR3pSwepKKXqdeoNAH5aCPEOAAUA/UKI/66U+qd6umdChnoSTmognYBDdcNstQ/xvK7SodFCj0J5ut1ulCdxgsGWuA42E/P0PY/plIBHXNG2lmErh8FSPGKRN2U9+VY738w1olUaolT6ka6N8zPLWK3oq/Ghi0AYYwEbG/SiANWchpjOp62glLpXKTWmlDoI4N0AvqHTGACMQdCT+I6Fs9NLiRrUpGuTa6BT6fl3Air1KenaWF7r/gTfa7UIJEEtgqhdTu9A8E7yNwI3pUeb6KvmwpYcckSolX5818KGAk5f42u4tYo/amFlbYOFrGqcc/LijDEIehDp2thQwORUcgY16VqYnFrCOqF3Q7oWTk8tsvCwNIt0aKTefE0SmXv6CyhkU6wWq91kU7lGfy2CyeklrDFR9gkkifnf8+pim7HBOj5cQiYliKVHaZV+qvKcCVyoclIg1Ck4wRGl1BGl1Dt1t2sMgh6Ew9Zvp5GOhfL6Bs7N0Bk50rWxWtmIZYVFqmIwLXlGWyCVEjg4Eg9vcSeIlGt0L948x0aFUeiL5+gpftcuA8UsHDvH+vnMplPYP1IiXTDu7m9B6aeD4YheAufOCJ/RLmohm8a+oSLr9yGJGIOAEs1bvhFUhai6CQc5VRkDL9927O4voJhNa79+u/rzKOXSWiZY37VjeW9axSco2Metyqjv0oe5NEpQ2I3HddsO6gKMQkSGPU0f7HwGu/rz7O9TK4z25WHl9M8B20H9rPUixiDoQfqiIjMxmCQbpaXtzpv/cUf7oMvb3Q02tdD19l0IfRrs0g1yZ8oVHuEs3Ua6Fs7OLGs9X59ZSAUHR0GjxKFWhu9aOH2NPjSTMracYpzUQaD/b7NZF0T5SFwqn/cCxiDoUSRxkZlOM2zlMFDMNndO7/pT4J0f61gfHDuHvkImFouPraBKCPVdW8sCUoYJgWem4nl/msVzIuUafec7UMpixMrh5BUe17hacCkGY510LUwtNlPtXP8Os3SD0MzzhMXe/FDpZ2WNRhRDusn1XDc9B3Rxsa5LcMKwiTEIehRJEE7QTaLqhk0NZpk8UBzqbB9i7D2SjoVzM/rVpzzHwjkNE3yUEBiHxWEnoJAeDdrl42zIZ9IYG6KVJG6UamI/4/HDY9DHTcOeJk9FOhauL61herFM0n438RwL56/TGVu16BKcMGxiDIIexXctzCytYSZBg5p0bPLFeFxUTbaCSn1KuhaUhgneYxbf3m3IEsUZvIe1cJNC3Y44PJ8cckSolX78GIeG7gSnxOI4h+DGFWMQ9ChUOuXdRLoWLs/RKopIx8LF2RUsl+k9LM1CpT5V9dx3eeDvD3NnemWC6S9k4dj6z9dzLVxbKGN2udHQl+4SJSdylwPeH8p6cn4+R6qhmYQx/MRKPxyMom7hMfLK6xScMAQYg4AUGpUhoGbrN0EvG4fqhnEuqLKphU6kTKPBK6UrgZkLFOE7kkEBq1o814pFLHIcqp1HIgCUOSKR0g9V8uu+wSKyacE6tKtVorGYgyiATsEJQ4AxCHqU8aFgUOM8+TSL59AvxuPsPeorZDHap19Sz9I4wfuM4tt14Lv6J1TJTNknTrHIrSno6N354JAjQilJmUmncIBQ+rSblHIZ7BkosDm3pOU6cofEIBBC/BchxDNCiCeFEH8jhBis+dm9QogTQohnhRBvrTn+tvDYCSHEh2qOe0KI7wohnhdCfE4IkdN9PnEkU/VGJedlOzBSghC0E//BkfgsPrYiiLfW/0zo0mCXjo3pxXKicmfqEZ3v9SV953tgpIQ0cUXbWuK0ayddG6cbrbhOVMfGd21cmlvBImFopkecFyKd5BY5lK7VRCXo7hqjklGScy9AtUPwNQCvUErdBuA5APcCgBDiVgDvBvAjAN4G4P8VQqSFEGkAnwDwdgC3AnhP+LsA8DsAfl8pdROAGQC/qPVMYkzS5NMK2TTGhoqkW4zFXBr7BosstlxbwXNoindFXsdua07rDE/iwGZ9Dn3nG4W+cNEz39XPq+BSPaRjoVyhlfXcCcmgsKXv2phdblTpp/NjinRtTE4vobKevJomgXNmgYX+vy7BCUMAiUGglHpQKRW5F74DYCz8+h4An1VKrSqlTgE4AeBw+DmhlHpBKVUG8FkA9wghBIC3APhC+Pf/DcDP6DqPuCNdC2ca9UbFhGgwI+2Da8U2N8N3aST1ZFMTfHvtAHzi27vNZkyw/jwCLs4GIUTgUWbSn3rEYTdjU86WMDSzlUKUnWzftbC2rnCWseHWKtK1ML9SwbUF+l1UXYIThgAOOQS/AOAr4df7AJyt+dm58Nh2x0cAXK8xLqLj8aBvF2nzvmOjvL6BczPJsb51eZrr9sGh70OrbOZAaE4sdvR47seHioGSSwwWh51gPFSu0b1w8sJ3gIuyDwdHQSPEIQeppdDMwkBH+yCJBSR8Rsm3ncZjsAMU0Ws7utR0zSAQQvxPIcRTW3zuqfmdDwOoAPhMdGiL/0q1cHy7Pv2yEOKoEOJopUIX/1jlLb8B/MR/IGs+DpNPs0jHwlKZVlFEujYWViu4Or9K1odW2fTI6C9mFbTb3Qk2k05h/0iycmfqkQ3PV/fCyR+1sVrZwPnrPDyo0o1HLPKIlUN/IcN6h6CQjcIiG3ymfv0UMCw72gdqpR+qcVIHPoMdoAidghOGLhoESqkfV0q9YovPFwFACPE+AO8E8F616Uo9B2C85r8ZA3ChzvFrAAaFEJmXHN+uT/cppe5QSt2RyWS2+zV9ZPLALT9F1jyHrd9OE50TrfQorU52O4wNFZFLp7R7ZMaGSkG7mhKLkziRbwdFoTBP045Po3hOEIt8eopHf7YjCG9q9Pmkk62WbhPPVGm44wnQmXQKBwmVfoasHIZK2ViO8Tuxd7CIXCbFYocA6L3xmhIqlaG3Afg/Afy0Uqo2XuV+AO8WQuSFEB6AmwA8CuAxADeFikI5BInH94eGxEMAfjb8+/cB+KKu84g7Q6VsWGQmOS9bdTFOeE5xiAPeDioPejolcGCkpGWC9ROYO1MP37UaV67pEFShZ9vhM3AUNIrv8Je0lI6FU1eJQzOJFNEivIQqDaVTAt4In3PzR+Mbghs3qHII/gBAH4CvCSF+IIT4IwBQSh0D8HkATwP4KoBfUUqthzkCvwrgAQDHAXw+/F0gMCz+jRDiBIKcgj/ReyrxRQgRJsDyePE7we7+Akq5NOlgtqe/gEJWj7e7G0iiYjBB/kf375t0rcTlztTDI1Cuce08+vIZNu+AR5yE2gzStXBpbgVLZQZhrdsgXQuL5XVcnqMLi/QcWqWfYJeEx/PdaWSjsq4aFumeo0dwwkCnMnRIKTWulLo9/PyLmp99VCnlK6VuVkp9peb4l5VSLwt/9tGa4y8opQ6H/+e7lFLxC9wmhLLASzeoVjckXIikUiKQ74zB4mMrPNfCmalF7ROtLim/zR2c5Dz39aiGBmrcsYqcDVx2yax8Brv7C7G459wKu22Fz0CtK1L6OUek9CNdC1fnVzG/skbSfjfxHAuT00tYYyCrahKL9cFBZchAiHQtXJ5bxQJhkZlOI12b3BPYsJe9ONz9zjSJ79hYW1faE0Klo0fKT8aocm0noBIPkK7NKkSnYa8nMXFYAHEIzfSr14k2sThJDrUI37VR2VCYnKbfRfWN9Kg2jEHQ4/jE8m3dgEN1Q+laODezjHJlBw/Lv3gYeOP/rqdTDbKZFK1ZelST13HYymGgmO2ZCaaqXEMgPXphdgXLZR7KPlHMOfdY5IMjVijryff53N1fQDFLG5pJrfTjJ1ClL8JjdG77IqELBn1JOsYg6HHinAC7HRyqG0rXwvqGwuT0DoPYwBiw+5V6OtUgVCELujz31XCWHplggvPVHxroMxtbpGNjbqWCKeaxyIVsGnsHijs/nx1W7mmGKDST0js+ZOUw2IjST5cMwP0jJaSYG26t4ld3P+jPTafgRK9jDIIe50A4qCXpZeNQ3TDqQxyv61Api8FSVnvIwpCVw7CV07KA9Bw+8e06kAR5NR6z0CxOXs+d4JR/sR0cjGrfpcvVymfSGB8ukYZNdYuBUhYjVo78/kbE4X1IAsYg6HHymTT2DTVRZCYGeAxicOO0+HgpQohwAal/ANaVEO67Ni7PrWIxQbkz9fBHbVyaW9F6vtwMgkMuH6/nTvhh/gXn8CbpWDg3s4TVCl1ImEekiPai9pk8352mMQVCPc+ndG2cJVSU6hWMQWAIC3/wnyQbxQ6rG1IO1P2FLNy+fCwWH1vhERWD0SV52muJxdHiXKfhX8xFFW15vANRwaU43PNI1vMK42rn0rWxwSA0k1LpRzo2Tl9bxEYCa5pwUiDUJTjR6xiDwBDqv/P2RjULRXXWG/tgxTJkCAieiSvz+tWnpGvj6vwq5ro8wScxd6YedInitB7cWtIpgYMxiUXeDDmsc7/S+eDfVFZDj26EhfQosdKPdC0sr63j0twKSfvdxHMtXFsoY3aZXlZVl+BEr2MMAgOkY2GpvI6Ls8kZ1KL41l6upNkODalPdSGpUWpSvTowUgqVXPgvDjvBpnKN/kRx6vewFg6OgkZoKOTQGgHe/RdA325NvXoxXtXIZCA9StQHKklfHUiCXcXt6LUdXSqMQWCoeno4vPidQrr01Q2lY2NmaQ3Xl3irmmxFtZiVbo+yo0dbvJBNY2yoyMZ73W0K2SB8R/f5eo6FhdUKrjIJfZGuhckpHgWX6rGnKuu5w/16+TsAQTON2/kMRvvypPMGtdIPNyWtTsLJKz9k5TBUyibyOnPCGASGGm9Ucl62zYUl3WQlGXjQWiVSn9J9/Q6MWOEE3/1241xNuhUC6VGa2hJc3gHPsVDZUDjLoOBSPVIpgYMxUMKi3gWtKv0QPV+jfXlYuQYMtxiyf7iEdEqQF/mMCAqOJu86c8IYBAbs7i+glEsn6mWTDIwcTh6WZsln0hgbKmnvey6TwvhwScsEK53k5c7UgyJ8Z7PqLo93gKrGRitwkPXcCena5LtsuoQItkIIAa8hNZ74kcuksH+4xCZyQBLXvegFjEFgqBaZoR7YO8nYUIm8uuH4UBHZtIjtdaVakOia4H03yJ25PMcjnKXbUJzv3oEiClk+yj7V3JgYvJM+A1nPnZCOhetLtKGZnhPsfFEp/UgiRTYdSMfCySt1zk2rc0GP4EQvYwwCAwCacIJuElU3pFyMZ9KRtzue19Uj8qBHz2K3J/g47+C0gkdQsC+VEjg4wsezN1jSV/yuXSJZz0lCWc+d4LETa2FlbQMXiZR+pGvhwuwyVtb4Gm6tIl0Lp6d4yKrqEpzoZYxBYAAQFZlJ1qBGHd8KxNt7JF0by2v61ad0cHjYQwAAIABJREFUTfDVHA8mi9VuQ3W+lNVktyIucsBxyEHyGYRg7WyUdN+xoBRweorvfWoVz7GxWtnA+ev0+v+6BCd6GWMQGAAEg6oiLjLTaaRrY5K4uqHvWjgztYR1Bh6WZvGJpN6kJk/2rr4gd4bTYrWb7A6Va3R72DzHwtmZZZQrPJR94lJd1ovBAmjfYBAWeZKwj9QqeUmWxOQUYqdTcKJXMQaBAQCPIjOdxmNQ3VC6FsrrGzgfwwqLVMW7dGl7p1IiNovDTlA9X4L7ub6hMDnN4zr7ozauLayyKLhUj76w2jnn5zOTTuHAiEUaxjHal4edz5Bdp6rhlqC5M4KTAqFOwYlexRgEBgDAQQYynZ3GZzCYVWUXGXv5tmNXP42kXjTB6/BKUSyQKaFIFOcmPcqp4NJO+AzCHneCUuUH2BTFoFL6sfIZ7O4vJHKh6tp59OUzbNYFkvA+9wLGIDAACIrM7Orn7Y1qFuqy9kEf4rudHEnq6Z4MdE7w0rVxPmG5M/WQoXKNzvPlVs21mpwYA0PQc+hlPXdCujbOTC2ShmZSS7RK10pkLpIQgvza1uK7Npsk5yRiDAJDFenYibK+o+qGlOc0bOXQX8iw9/JthyQq3qVrEvJdK1ByYV6oqlNUlWs0nm9/IQvHzrNZgO8ftpBOie2fr3/1A+DOD+jt1Db4biDrOUMo67kT0g1CM88RhkV6Dq3STyRgkcSaJrKuKIDe8/VCwYkLs/ELwY0DxiAwVJFu8go1BYMZ7XY2dR/awXMsnL+uf6KVjq1lgteVwMwFKplITl7GXCaF8aHi9v0Z9oARqbdT28CtsNtWcEg8pVb6kY6N+ZUKphgbbq0SGFsrWC7T76Jy2PVPMsYgMFSRro3ZZdoiM52GOr4VCBdDjCf0ekTqU7on2qjdbg/8XgykHTvJZqK4bulR+vewFunGYzc0WgBxfj69ah8Jc7XC0My6RbS62T6zsLhOIhkYfBF+gq8zB4xBYKiy6Y1KzsvGobqh79q4PLeKxdUKWR9ahUpnXNcEa+czGGWu5NJJqM7XcyxML5ZxfYmHsyEqusc9FnksqnbO+PkctnIYLGVJ5w3qvJAkqvRFVHdRGTi13KqiFH1fkogxCAxVZALl0yJJOEpZvDipmrwUj6jvOqX84ryD0woUBfu4ebp9Nyi4xD0WuSrryfz5lA6tGlIpl8GeATqln72DReQyqUQ50yI84t2XWqpJzgm8zkKIcSHEQ0KI40KIY0KID+rugzEIDFXGhkrIpZM1qPkMYnA3ZRd5T+pbEUnq6e57KZfB3oGClmcxzjkerUChXEOVu7AdXozUv7wYVFYOQrDoQzO3VPrRkBOXTgkcHCmxeb47STGXxr7BIhujNMG1YyoA/g+l1C0A7gTwK0KIW3V2wBgEhirplMCBkRILT0Cn2D9SQkrQ7hAcGClBxLjCItUA7GnyZEvHSlzuTD0i5Rqd57t/uIRMSrDZJeOQCNso0rUwOUVbcX0npGvh6vwq5glDMz1nJ6Uf0dX2A0U2/s9TK2zrlScQINElOKEbpdRFpdT3w6/nARwHsE9nH4xBYHgRSQufyGfSGB8ukXqvCtnAwxLXnRcqST0ZerK73W6S43+3gsJbn0mnsH+ET5XROMUi+44dVDu/zje8iUNYJLXSj3QtTE4vYY2x4dYqMnQKcVAg1CU4QYkQ4iCAVwH4rs52Mzob48Tw8DCOHDlC3Q1cXgwGj+PHn8HQ7Ani3gCZpTLOXFvD17/xENKpGo9K5m5c9O4AngWOP30cA9efp+tkkwykVvHk6ctb3u9jl4JE38cefQwX+rpnHw+my3jy1KUt+/D0xaAPjz76KM7Z/Gz0jdk1zK1U8D8ePIL+fM0zsTCGxZvuBZ4CTpw4gSOVM51t9/oa5lcquP/BIxjIv9i7t7QWTEwnT57EkfXJttq5uhS8g1/+h+9h4XT2hp/Pzi4jLcBivOgEVxd3Pt9suvPnOyBW8MMzS1u/h5eDd+Do0cdwpT/d0Xa3w81v4OhzZ3HkyLUbfvbcmcDT/a1HHkF/rrue5Z2YnQk8oX/7jW/jR90bp+zl5WVcvrxK+nxOLQTP1Jf+/iim997Yx7n5ZagV0dU+LlwNnqG/evAfcPNwzTO0vgrc/BGUjxVx8cIFHDky1ZX2y1NrqGwo/NVXj2C3tfU4fub0aRw5cqEr7XeTyvU1LKxW8MUHHsJgoebcFvZh+aZ/G8wBJ0/iyEZ7Y3EjTM8F78P/+OajuLz7xmdtYWEZ19YXOY7XGSHE0Zrv71NK3ffSXxJC2AD+CsC/VkrNaesdetggmJ6exsTEBHU3cPraIvDwEdxyy8sx8aox6u7gqn0Wf3fqScjbDlfjbAEAf/l+nDz1bQC/i1tuvQUTt2vdyWqLv59/Gn/+6Bm8+c13I5V68eS++ORF4Affx2sPvxYv29XXtT4cmTuGzx89i7vvvhtCvLgPc09cAJ54HIcPH8ahUbtrfWgV9ewV/MUzj2HPzT+K1x4c3vzBw7+L2cf+K4BP4tChQ5h4o9fRdsVzV/GZZx7F7ptuw+vkyIt+NreyBnz9Qfi+j4k3tacZX1nfwL/71gPIjoxhYuKWG37+iWceQTadwsTEnW21w4XK+gb+3SNfRW5kHBMTL7/h539w/BHks50/328vHcefPnIab3rz3S92NgBYeeoS8Pj3cMcdr8Wte/s72u52/O2lx/HY6Zkt54HJb58Gjh/DG17/eozYeS392Y7bFsv46He/Bmu33PJZLz72EHbtGsTExKsIehewWlnHb3zrqyg445iYuPmGn//+U/+AISuHiYnDXeuDP72E3/veQ+gfuwkTh/dv/mDqJPD//K/Ibfwx9uyVmJh4ZVfa75+cwSd/+Agc70cwceuuG3/hq3+HAwcPYmLiZV1pv5uknruKzxx/FLtu+lHc5deMxQ//HhYe+x0An8Ih38fEm7tfv2OpXMFvPvIAiu4BTEzcdMPP7ScehjNUxMTEHV3vS5NUlFJ1OyWEyCIwBj6jlPprPd3ahJ870kCK3C58Yu/tBL3pDP5oUN3w4twKXR9cC0vldVyeWyXrQ6v4kULMFd3KNHpkcLmFs3SbSLlGd7iM51goVzZwnrCibS3StXH++jKLgkv1GCplMVCklfXciXwmjbGh0tZJvZqIlH6oQkl8RvKcnYZTgTydghM6EYGn8E8AHFdK/R5FH4xBYHgRcjv1jbt+DXjPZwl61D46JSy3Y1tDKwbsGyoil9Y/0e6LpPw0JRbH8d60CkXBvqraFoNFBcCr4FI9hBBBYTfmz6d0LVLxhnRKwCMwdCMGSlkMW7lEOhb2DhSRz6RI728tugQnNPMGAD8H4C1CiB+En3fo7IAxCAwvYsjKYaiUvdETkEoBziGaTrUJVXGtWqLFB6UHrVWq6lOar18qnOB1LNika2NymreSSyeRro0zU4taz5dbNdeqo4CJgVIPLwYKNtKxyYu9BQIItDVnuN+nVkilRKDixGT+0iU4oROl1D8opYRS6jal1O3h58s6+2AMAsMNcNCU7iSjfXlYuTSpR2FXXwEl4j60A5X6lK4JXroW1tYVzjEJZ+k20tF/viNWDv2FDBs986hYGhevZz2ka+HK/CoWGFc7l66F5bV1XCIMzfQcWqWfpKn01eK79hbzF82CXLoW5lcquLbQG1LRujAGgeEGkublCKob6i/GVEsqJXBQk7e7G0jXJtFC1yXlx6GAnU4oYoKr7yGTsaWYS8cmFrlaN4HJtduKbcNNdfbBtVHZUJicXiJr/9pCGbPLdPUYuoV0LZydWUa5Qr+LGucQXM4Yg8BwA8GgthoouSQE6q1kLn1oFelYJBOtdPRM8JG3OK73p1kkURgdt3dAbun15Eccqp1HfaTcAZLEhhOHegzdwnMsrG8oTE7Tn5suwYlewxgEhhugHlS7gedY5NUNpWvj7MxSLCssbk72+heQQPcXrkNWDoOlbKJC5eoxHJ6v9sRix8KluRUsMgl9iQwU7rHIB8KK65wXQLv6g9BMyneoqohGZDgl2XNN5UTYCp2CE72EMQgMN5DE8Anp2uTVDf2wwiLVdnY7RM+E7olW5wTbk0pDRPeTiwdVOhbmVyu4usBbDjiS9eT8fAohAvUXwns7UMpixMqRPV/7h0tIpwSLRXOnqQpjMDi3VEokLrSZA8YgMNzA+HDojUrQy8YivtWJr/dosJTDMMFEO1AMJng9icW0eSa6oYjn38xd4HGdPUZez53gFm61FdKhD8HyCBeKuUwK40PFRDnTIvoLWTh2no0oACfVo6RgDALDDeQzaYwPJ6tQ02boCd1g5jHysLSC51gkfdel3CFdC1fnVzGfoNyZenhOoFyj83wPjlgQQn+Ru+2IU8y35wSiBJzDm6Rr4fx12tBM37VJF+ScEuc7zQ1GKeGzqEtwopcwBoFGPvHQCfzzTx+l7kZDSMdincDWLKVcBnsGCqQTv53PYLQvH9vJgmqLNtI319EOEI/FYSeoKtdoPN9CNo19g0U213jfYFBwidqr3QjStcllPXciCs08PUV3fz3XIlX6kaHhRlmPoVtQFDTcDunYYZJz/EJwuWIMAo3MLq/hm89dxXoMBgrp2jg9laxBTboWeWGwOOtUU6lPSU0TvK8pgZkLdEpDtB7cWqKCS3HYtfMZhD3uBI/QTNrdYOnaWK1s4MJs8mqaSNfC9GIZ15fo9f+rOQ1MdhuTgDEINCIdC+XKBi5c5z9QSNfCytoGLjL2RjWLFyZRUm65x3k7marSbFRRtts7VvsjJZcYeIs7AZVyTbTTxCX0RbrxqA8SBwUbj0EIFrUaDreK3J1EVlWc6M+Nm0BBEjAGgUbioCUd4RF7WbqBdGzy6obSsTC7vIYp5qomW7EZYqL3mfBH9VSUjZRcqHeRdEGlXOO7FpbK67g8x+MdiKrbcii4VI9d/XmUiGU9d8LKZ7C7v0A6xx0YCZR+qBaKHPLVuoUkCDPcDp2CE72CMQg0EifPwaEYqW80CoeB2o+xV2P/sEUiqVeV8tOUWJykZ34nKM7XY6a25bvxiEUWQsRCWYX6HcqmU9g/XCILS3PtPPryGfb3qRXGh0vIpAQbpyZ1AnnSMAaBRkasHPoLmVg8wG5fHnY+w2bS7gTRYpxyoI6TUfhSqpJ6mvteneB1SI86Nk5dW0hU7kw9KJRr/FFm0qMx2g2Vrs1G9nE7AoOANjSTUnq0Wo8hhmP8TmTTKewfKbEpWkp5n5OIMQg0EgwU8Yghj4s3qhn2hooilN75saEScukUTjKf1LdDujaJd0iXwlGUO8NZyaWTRMo1F2f1ne+uvgKK2TSbcVAycBQ0inQsnJuhlfXcCenYmFupYGqRNjSzqvRDYJj4rh5lNAoCpaFwDtj3Gtq+uBamFukUpZKGMQg048fIc0C99dtp0imBgyO01WjTKYH9I/Gt8eA5Fon6lHQtnJpa7LpCV5x3cFqBQno0UvbhslM6UMzCsXNsvJ71kGG18zNTfMObOLxDkdLPeSIBD88J6jEsl/kabq3iuzZOTy0FY7H/Y8C/eoKsL3FItI8TxiDQjHQsXJpbweJqhborOyIdGxdmeXujmoWDkSMdWqOkHSIPum5JPenaWhS6NsPK4nl/mmVTNUTv+XILqZAOzc5Xs/gxWABxqMhOnfxK3X438UK1xPMz4VhsO2R94WB8JgljEGgmTlJZkTcqDn1tFA7VDaVrY3J6CZUYVljcnOz1S1UC3Q/rGO3Lw8rxCWfpNrv6ac7Xd22cm1nCaoWHsyEu0qOepvegHfYNFZEjDs2kFpCojpMJdCxU1RIZnNv+MMk5ideZAmMQaKY6UDEe0COSaH1Lx0aFWFFEuhbW1hXOzfCvR/FSXhRiMiy1tatrazhKCIyDt7gTVBMgCWoRbDAKfanGIi/xjkW28hns6s+zfj6D0MwSaR+plX48BgXaugWndYFOwYlegMQgEEL8thDiSSHED4QQDwoh9obHhRDi40KIE+HPX13zN+8TQjwfft5Xc/w1Qogfhn/zcSGEoDinRjk4YkHEpPhRnNQ3GsVjMJhVK+LG0KvxIvWpW38G+Lm/0dKuY+eCCV6T0lAvTTDB+ep9FjktKoCa0KkYvJOBEhaP67Yd0rFJnV7USj/FXBr7BouJmjsjqmqJTM7NKA11Dqodgv+ilLpNKXU7gC8B+Pfh8bcDuCn8/DKAPwQAIcQwgN8E8DoAhwH8phBiKPybPwx/N/q7t+k6iVYoZNPYO6BfurEVSrkM9gwUYrGb0Sg+g/hWjyjsphMIIYI8jGuLgBDaVCaidnUshKRrJS53ph7SDRIgdZ6vZJarwcFR0ChRHhSXSs9bIV0Lk1PEoZnEuVpJU+mLCMZiPkapdGmELpIIiUGglJqr+dYCEN3JewB8WgV8B8CgEGIPgLcC+JpSalopNQPgawDeFv6sXyn1bRWMjp8G8DP6zqQ1ggUVj4lwJyJN6aQwUAoVRQgHs2Erh6FSlnXF0XpQeWR0SZ5K14ZSwOmpeN6fZqE4XzufwWhfns0CvBqLHIOxTro2ZpfXME0o67kT0g1CM8+ShmbauDC7guU1GqPEdy2cYm64tYouGehGoFaUShJkOQRCiI8KIc4CeC82dwj2AThb82vnwmP1jp/b4jhrfNeOzUARhU/Eoa+NwmGL0Yuz0pBjk0jqScfCxdkVLJW7q9AlExz/uxVU58vJ2RDFInPxetYjDnloHGLoq9dphsZw8hwL86sVXF1YJWm/m/ijNhu1RF2CE71A1wwCIcT/FEI8tcXnHgBQSn1YKTUO4DMAfjX6sy3+K9XC8e369MtCiKNCiKOVCt2DLF0Li+V1XJnnP1BINxjUri3w9UY1SxDfSrsQ4bTl2ixUknq6FLqoFUp0Q5UrJF3aOPOXwkGSuBE4hD3uBIc8qSgv5NQ0zdy1KYTA/5lqlmjM4DCHmVoEnaNrBoFS6seVUq/Y4vPFl/zqnwP4J+HX5wCM1/xsDMCFHY6PbXF8uz7dp5S6Qyl1RyaTae3EOgCV9ncrJPFl81wL1xZoqxtK18KV+VXMr/BWNdkKOoNAj9exmjuTwIl8K6x8Brv79ecKScfC9SU+oS/StXEqBrHI+4aKyKVTrJ/PwVIOw1aOtI9VQ5dwhwBIpkEQjcUc1jCOnUNfQY/gRNKhUhm6qebbnwbwTPj1/QB+PlQbuhPArFLqIoAHAPykEGIoTCb+SQAPhD+bF0LcGaoL/TyAlxoc7OCmsFGPJG7HSQbqSVXvVQyvK5VHeVOhq/vXzHMsnIzhvWkVCu84tyJb1YJLzGOR0ymBAyMl9jlI1HHmVaUfoh2CfYNF5DMpNs93J4nGYg7zV5TkTL3rnwSocgj+cxg+9CSCxf0Hw+NfBvACgBMA/j8AHwAApdQ0gN8G8Fj4+Q/hMQD4lwA+Gf7NSQBf0XUSrbK7v4BiNh7Fj/YmcFDjsJUbJ6PwpZRyGewlUJ8q5gKFrlMaBn7fDaQ4k5Q7U48onl/n+XLzoEaOAg5ez52IgzBFVY2Mug9EBkEqJRKrNFTIRrKqPM6N2vhMClQqQ/8kDB+6TSn1U0qp8+FxpZT6FaWUr5R6pVLqaM3ffEopdSj8/GnN8aPh/+UrpX5VxWAGT6UEDjr8B3QgKjKTrJftwEgJ6ZQg9W4cGCkhFZN6FFvhESWE6lpkeI6F+ZUKppiEs3Qb6diY03y+Y0NFZNOCjfY/B0dBo0jXxuQU72rn0rVxbWGVNjTTsXBqZg1Uq4K4VMBuBU5eeV2CE0nHVComwo/RQJG0Qa1a3ZBwMMtn0hgbKsU2LKVavEvzRBt5gro9wcd5B6cVKM43k07hwEggzciBKBY5DmOddCzyius7IRkknnqOhfnyBq5ikKR96diYnF5CucLXcGsV6fCRVdUlOJF0jEFAhHQsnJ1eQpmxhydCuhbOTC+hsk7/4ncKDluMcVE12QrfpZHUk66NhdUKrnZZoYtbfHu3kUTKNZJRSEWcYpHjsADioNZV3fVRu4nat7DO3HBrlUgt8fIcvVriZpIz3/chDhiDgAjp2thQwJkp/gOFdOzEDWqeE+x6bBB6N6Rj4/Q1Hh6WZvGIFsy6Fhl7B4vIZVJsFqvdJlKuoZCSPTO1iHUmyj4+A0dBI/gx2MHaP2whnRKkffRHw3FqYy9J+0lU6YugciJsheeESc6M34c4YAwCIjh4TxolTn1tlKi64QVCRRHpWlheW8fF2RWyPrQKVThAdYLtcrtB7kwpUc98PdIpgYOOfuUa6VpYW1c4N8PD2eBVY5H1Ft1rlqqsJ+PdjFwmhfGhImkf9/QXkM8IvKD2kLTvJVClL4JTgbxCNhCc4Pw+xAFjEBDhxUrRIj7Jdo3CIUa8qucfw+u6Kamnt+97+gsoZPWoXvnMCmd1G4qCfdyqQldDcZj0px6eY7EPkZCuTXpvUykBbyhLZhAMFLNw7HwiHQuRWiKXdyXOIbhcMAYBEX2FLEb78qxjQCMGilmMMPdGNcumd4O+FkEcr+umpJ7evqc0ql55joXJqSWsJSh3ph7SDc9XY/jO5o4Pj3eAw7jQKNLhL/Ygq6GZhH0YyuEFRRMyBPDIV+sGVHPAdkTPWhxDcLlgDAJCvBgNFElTGnLtPPrytIoiu/rzsHLxqEexFVQeGd+1tdw36dqobPAJZ+k2Xqhcc05jrtCwlcNgKcvmHeBWG6Ee0rVxdX4V8yt8pRaj0MyLs4ShmUNZnFUu1lSapv2EzZ21eIy88roEJ5KMMQgI8Uft2OicS8fGtYV49LURAkURi/SchBDwXCs2z8BL8RyavktN1yzyFifpua9HlICp+55KoudoK6KCS1z6U4/o+eTcVw7vkBzOYR1pXFclmvZjPMbvhM/o3Y3D+8AdYxAQEsXPxoHoZUsSUbgCaR8c+j60ik90/XQ9i36M700rUI1HHN7DWuIy1vkx6CeHOU4O5WjbT/A4wund5dSXuGIMAkLiMvEAyXzZPAaTFdWiuhNQXT9dE+xAKcid6RUi5RrdcBsH4/JO7h+2kBLUvaiP2xeEZlLiDWVJ2+f2fHcSTucWCU4YWsdcPULi5DngsHjuNBwGM49BH1qFykjUec2S+NzXg8Kjy20c5DAuNEIuk8L4ME0YTKNEYZGUDBTScHCdrP3x4RIy3C23FuHkKIwEJwytYwwCQsaGitRdaJgDI7wnnlbg4AnksKXeKgPFLHJp/UNIfyGLfEZPuxyeEZ1QLIa5LcC5GSj1iMP4waGPUlwkazubTmF/AudPALDzGVg5mmTtrei18brTGIOAkEw6hWw6Hp6DLMHCr9tw8CbE3QNNtZjT5ZmKvJtzK2ta2qMmuq46lWu4ORuoPdrNEN0vJoWet8QLDaxlwmJvMkVnEAA8jKJuwWmXIJqPypUN4p7Ek+St8mJGnBaEceprIxQZeDYs4vjadqEzCPS0W63IzERar9tQFArLZ+jfw1r29Beou9Aw0XtwkbDi+k74o0EfT08RFoEMdwhml2kUaKqGG2fLrUU4rQui9+GsRunkTiKEeJsQ4lkhxAkhxId0t28MAmKi7en1GBi00Ytv6n4YIqJnYnZZrwfd19RuNJEvEno3dRKd78IqX237bpOKUbx3NH9w1rmPxojLc3T68JFBQKWZHxnaFxgbbq0SLcKnl+jlPjeLffJ9H7ZDCJEG8AkAbwdwK4D3CCFu1dkHYxAQEyeLNpK5O5+gQc2x8wBojZyBYqSCET9LqzoAX9VbrbJa4bbLE/x+5kmbnYbqfPcNBvlUG8bb0BR+DLTXOeRkSHEBAN1CMRqvTsZwoboTm2MxfcXiOIX7bcFhACeUUi8opcoAPgvgHp0dMAYBMdHLFIdFdtTXczP8+9oor9zXD0C/h7uWaFKn7EOrRAatbs9Xtd0uV0DNaUpe5gLV+W4WsOJRZXSwFBjpFeYhHm5fnroLO8IhNHNcXAVAF1se7ZJcIqzY3C02dz9WiHsSCE7EmH0AztZ8fy48pg2hetQjMz4+rv7sz/6Muhsoryt8+uky7vGzcEu8Fx+r6wqfPlbG/3JTFk6Rd18b5crSBr7wXBm/+Mo88kQJ3lPLG/jr59fwz16RQzZG4QpA4NH99NNl/KP9WYz36XsmNpTCZ46XMTHe/Xa/PrmGbAp481isJ5uG+UZ4vm/SeL5Tyxv43LO072Et5+Y38MDpNbz/FTmkBH1/6nH/yTL2WCm8djfffKQHTq/BzgJv2Ef0Dl0/gy9ccnFoOIfbR/VfJ6UU/uKZMg7vyeDQIL2B1Ek2lMKfPV3GxHgGB/rpz+2B02sYyAvcuYfX+/BjP/ZjZQA/rDl0n1LqvugbIcS7ALxVKfVL4fc/B+CwUurXdPWxZw0Cy7LU4mLytu8MBoPBYDAYDHwQQiwppbaNaRJC3AXgt5RSbw2/vxcAlFL/SVMXTciQwWAwGAwGg8FAyGMAbhJCeEKIHIB3A7hfZwd47akYDAaDwWAwGAw9hFKqIoT4VQAPAEgD+JRS6pjOPpiQIYPBYDAYDAaDoUvsFDLEARMyZDAYDAaDwWAw9DDGIDAYDAaDwWAwGHoYYxAYDAaDwWAwGAw9jDEIDAaDwWAwGAyGHsYYBAaDwWAwGAwGQw9jDAKDwWAwGAwGg6GHMQaBwWAwGAwGg8HQwxiDwGAwGAwGg8Fg6GGMQWAwGAwGg8FgMPQwxiAwGAwGg8FgMBh6GGMQGAwGg8FgMBgMPYwxCAwGg8FgMBgMhh7GGAQGg8FgMBgMBkMPYwwCg8FgMBgMBoOhhzEGgcFgMBgMBoPB0MMIpRR1H0gQQmwAWCZoOgOgQtCuYRNzD+gx94AWc/3pMfeAHnMP6OmVe1BUSrF2wvesQUCFEOKoUuoO6n70MuYe0GPuAS3m+tNj7gE95h7QY+4BH1hbKwaDwWAwGAwGg6G7GIPAYDAYDAaDwWDoYYxBoJ/7qDtgMPeAAeYe0GKuPz3mHtBj7gE95h4wweQQGAwGg8FHH8BsAAAFx0lEQVRgMBgMPYzZITAYDAaDwWAwGHoYYxBoRAjxNiHEs0KIE0KID1H3Jw4IIT4lhLgihHiq5tiwEOJrQojnw3+HwuNCCPHx8Po+KYR4dc3fvC/8/eeFEO+rOf4aIcQPw7/5uBBCtNpGEhFCjAshHhJCHBdCHBNCfDA8bu6BJoQQBSHEo0KIJ8J78JHwuCeE+G54fT4nhMiFx/Ph9yfCnx+s+b/uDY8/K4R4a83xLcemVtpIMkKItBDicSHEl8LvzT3QiBDidDhW/EAIcTQ8ZsYiTQghBoUQXxBCPCOCOeEuc/0ThFLKfDR8AKQBnAQgAeQAPAHgVup+cf8AeDOAVwN4qubY/wXgQ+HXHwLwO+HX7wDwFQACwJ0AvhseHwbwQvjvUPj1UPizRwHcFf7NVwC8vZU2kvoBsAfAq8Ov+wA8B+BWcw+03gMBwA6/zgL4bnjenwfw7vD4HwH4l+HXHwDwR+HX7wbwufDrW8NxJw/AC8ejdL2xqdk2kv4B8G8A/DmAL7Vyfcw9aPv6nwbgvOSYGYv0Xf//BuCXwq9zAAbN9U/Oh7wDvfIJH/IHar6/F8C91P2KwwfAQbzYIHgWwJ7w6z0Ang2//mMA73np7wF4D4A/rjn+x+GxPQCeqTle/b1m26C+RhrvxRcB/IS5B2TXvwTg+wBeB+AagEx4vDq+AHgAwF3h15nw98RLx5zo97Ybm8K/aaoN6uvT5Ws/BuDrAN4C4EutXB9zD9q+B6dxo0FgxiI9174fwKmXPmPm+ifnY0KG9LEPwNma78+FxwzNs0spdREAwn9Hw+PbXeN6x89tcbyVNhJPGJLwKgQeanMPNBKGqvwAwBUAX0PgTb6ulIoqfNZeg+r1CX8+C2AEzd+bkRbaSDIfA/DrADbC71u5PuYetIcC8KAQ4ntCiF8Oj5mxSA8SwFUAfxqGzX1SCGHBXP/EYAwCfYgtjhmJp86y3TVu9ngrbSQaIYQN4K8A/Gul1Fy9X93imLkHbaKUWldK3Y7AS30YwC1b/Vr4b6fuQb3r3FP3QAjxTgBXlFLfqz28xa+ae9Bd3qCUejWAtwP4FSHEm+v8rhmLOksGQfjuHyqlXgVgEUH4znaY6x8zjEGgj3MAxmu+HwNwgagvceeyEGIPAIT/XgmPb3eN6x0f2+J4K20kFiFEFoEx8Bml1F+Hh809IEApdR3AEQTxsoNCiEz4o9prUL0+4c8HAEyj+XtzrYU2ksobAPy0EOI0gM8iCBv6GMw90IpS6kL47xUAf4PAODZjkR7OATinlPpu+P0XEBgI5vonBGMQ6OMxADeJQDEihyAJ7H7iPsWV+wG8L/z6fQji2qPjPx8qD9wJYDbcXnwAwE8KIYZCdYKfRBCHexHAvBDizlDN4Odf8n8100YiCa/LnwA4rpT6vZofmXugCSGEK4QYDL8uAvhxAMcBPATgZ8Nfe+n1ia7bzwL4hgoCbO8H8G4RqNN4AG5CkMS35dgU/k2zbSQSpdS9SqkxpdRBBNfnG0qp98LcA20IISwhRF/0NYIx5CmYsUgLSqlLAM4KIW4OD/0jAE/DXP/kQJ3E0EsfBBnxzyGI//0wdX/i8AHwFwAuAlhD4A34RQRxsl8H8Hz473D4uwLAJ8Lr+0MAd9T8P78A4ET4eX/N8TsQTConAfwBNov1Nd1GEj8A3ohgC/ZJAD8IP+8w90DrPbgNwOPhPXgKwL8Pj0sEi8kTAP4SQD48Xgi/PxH+XNb8Xx8Or9uzCBU8wuNbjk2ttJH0D4AJbKoMmXug77pLBOpLTwA4Fl0jMxZpvQe3AzgajkV/i0AlyFz/hHxMpWKDwWAwGAwGg6GHMSFDBoPBYDAYDAZDD2MMAoPBYDAYDAaDoYcxBoHBYDAYDAaDwdDDGIPAYDAYDAaDwWDoYYxBYDAYDAaDwWAw9DDGIDAYDAaDwWAwGHoYYxAYDAaDwWAwGAw9jDEIDAaDwWAwGAyGHub/B0bdsGdJYM4OAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_ad_sample_df = train_df['acoustic_data'].values[::100]\n",
    "train_ttf_sample_df = train_df['time_to_failure'].values[::100]\n",
    "\n",
    "def plot_acc_ttf_data(train_ad_sample_df, train_ttf_sample_df, title=\"Acoustic data and time to failure: 1% sampled data\"):\n",
    "    fig, ax1 = plt.subplots(figsize=(12, 8))\n",
    "    plt.title(title)\n",
    "    plt.plot(train_ad_sample_df, color='tab:orange')\n",
    "    ax1.set_ylabel('acoustic data', color='tab:orange')\n",
    "    plt.legend(['acoustic data'], loc=(0.01, 0.95))\n",
    "    ax2 = ax1.twinx()\n",
    "    plt.plot(train_ttf_sample_df, color='tab:blue')\n",
    "    ax2.set_ylabel('time to failure', color='tab:blue')\n",
    "    plt.legend(['time to failure'], loc=(0.01, 0.9))\n",
    "    plt.grid(True)\n",
    "\n",
    "plot_acc_ttf_data(train_ad_sample_df, train_ttf_sample_df)\n",
    "del train_ad_sample_df\n",
    "del train_ttf_sample_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the above plot we can see that 16 earthquakes occur in the data.  The earthquakes happen when the time-to-failure reaches very nearly zero and then jumps up.  There are only 15 complete time ramps that result in an earthquake and 2 incomplete time ramps.  One challenge of this competition is that there are only these very few earthquakes to work with.  The is a signal spike (high amplitude) just before an earthquake, but there are also signal spikes in other places that may complicate matters.  While the acoustic signal is very large at over 600m rows, the very small number of actual earthquakes available will make machine learning a challenge."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Having validated that the test samples are 150,000 samples long, it could help to examine the training data in 150,000 sample chunks.  Here are some random samples of the training data and plots of the acoustic signal along with the time-to-failure.  Note that the y-axis scales vary for all plots.  It is very interesting that the high level spike in the signal occurs in row 3, column 1 in a signal only 0.32 seconds before failure.  This spike reaches vales above 2000 and below 4000.  A similar situation occurs in row 4, column 2.  Contrast this with other plots where the time-to-failure is many seconds away and the signal level peaks around 100.  Time-to-failure plots as a ramp because we are slowly approaching the next quake as the signal progresses in time.  Apparently the time-to-failure has limited resolution and so is represented by a stair step rather than a smooth line.  It appears that if signal spikes could be captured in some way it might help the effort to model time-to-failure.  Somewhat shockingly, we are trying to predict an earthquake from only around 0.04 seconds or so worth of data, as can be noted from examining the right hand axes of the plots. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 32 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot 150k sample slices of the training data, matches size of test data (~0.375 seconds long)\n",
    "# plots signal and decreasing time to the next quake\n",
    "np.random.seed(2018)\n",
    "rand_idxs = np.random.randint(0, 629145480-150000, size=16, dtype=np.int32)\n",
    "f, axes = plt.subplots(4, 4, figsize=(14, 8))\n",
    "i = 0\n",
    "j = 0\n",
    "\n",
    "for st_idx in rand_idxs:\n",
    "    ad = train_df['acoustic_data'].values[st_idx: st_idx + 150000]\n",
    "    ttf = train_df['time_to_failure'].values[st_idx: st_idx + 150000]\n",
    "    \n",
    "    axes[j][i].plot(ad, color='tab:orange')\n",
    "    \n",
    "    s = axes[j][i].twinx()\n",
    "    s.plot(ttf, color='tab:blue')\n",
    "    \n",
    "    i += 1\n",
    "    if i >= 4:\n",
    "        i = 0\n",
    "        j += 1\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "del ad, ttf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Find the indices for where the earthquakes occur, then plotting may be performed in the region around failure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Int64Index([  5656574,  50085878, 104677356, 138772453, 187641820, 218652630,\n",
      "            245829585, 307838917, 338276287, 375377848, 419368880, 461811623,\n",
      "            495800225, 528777115, 585568144, 621985673],\n",
      "           dtype='int64')\n"
     ]
    }
   ],
   "source": [
    "ttf_diff = train_df['time_to_failure'].diff()\n",
    "ttf_diff = ttf_diff.loc[ttf_diff > 0]\n",
    "print(ttf_diff.index)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below is a look at the signal just before failure (an earthquake).  It is very interesting that the signal becomes quiet in the 150k sample slice before an earthquake.  Thus, the signal spike observed in the big picture plot above must occur more than one slice (more than 150k samples) before the earthquake.  These do not appear much different than plots 5 or even 8 seconds before the quake that are presented above where the time to failure ramps are shown.  This looks like it will create major problems for accurate prediction.  Earthquakes are deemed to have occurred where the blue line jumps up in value, representing the time to the next quake."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 32 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot -150,000 to +30000 samples right around the earthquake\n",
    "failure_idxs = [5656574,  50085878, 104677356, 138772453, 187641820, 218652630,\n",
    "                245829585, 307838917, 338276287, 375377848, 419368880, 461811623,\n",
    "                495800225, 528777115, 585568144, 621985673]\n",
    "f, axes = plt.subplots(4, 4, figsize=(14, 8))\n",
    "i = 0\n",
    "j = 0\n",
    "\n",
    "for idx in failure_idxs:\n",
    "    ad = train_df['acoustic_data'].values[idx - 150000: idx + 30000]\n",
    "    ttf = train_df['time_to_failure'].values[idx - 150000: idx + 30000]\n",
    "    \n",
    "    axes[j][i].plot(ad, color='tab:orange')\n",
    "    \n",
    "    s = axes[j][i].twinx()\n",
    "    s.plot(ttf, color='tab:blue')\n",
    "    \n",
    "    i += 1\n",
    "    if i >= 4:\n",
    "        i = 0\n",
    "        j += 1\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "del ad, ttf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By expanding the time to failure plots, it appears that the big spike in the signal before failure is remarkably consistent.  The problem is that the 150k sample slices are actually very short compared to the overall time between quakes and thus these big apparently meaningful signal spikes are unlikely to be present in many training or test samples.  If slicing the training data directly into 150k chunks, then only 16 of 4194 training samples (0.38%) would contain a meaningful high-valued spike.  It is possible that the analysis of these spikes in some manner could add predictive capability to any small number of test samples that might contain these features, this possibility has not been explored by this author yet."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 32 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axes = plt.subplots(4, 4, figsize=(14, 8))\n",
    "i = 0\n",
    "j = 0\n",
    "\n",
    "for idx in failure_idxs:\n",
    "    ad = train_df['acoustic_data'].values[idx - 2000000: idx + 30000]\n",
    "    ttf = train_df['time_to_failure'].values[idx - 2000000: idx + 30000]\n",
    "    \n",
    "    axes[j][i].plot(ad, color='tab:orange')\n",
    "    axes[j][i].set_xticklabels([])\n",
    "    \n",
    "    s = axes[j][i].twinx()\n",
    "    s.plot(ttf, color='tab:blue')\n",
    "    \n",
    "    i += 1\n",
    "    if i >= 4:\n",
    "        i = 0\n",
    "        j += 1\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "del ad, ttf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A check of the test data in the time domain is presented below, it is difficult to tell from such short signal bursts if they match the character of the training data.  None of the very high valued signal spikes were caught in a partial look at the test data.  However, these are rare and the existence of the spikes will be taken up again later. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot test signals\n",
    "ld = os.listdir(TEST_DIR)\n",
    "ld = ld[32:48]\n",
    "f, axes = plt.subplots(4, 4, figsize=(14, 8))\n",
    "i = 0\n",
    "j = 0\n",
    "    \n",
    "for sig_file in ld:\n",
    "    sig = pd.read_csv(os.path.join(TEST_DIR, sig_file))['acoustic_data']\n",
    "    axes[j][i].plot(sig, color='tab:orange')\n",
    "\n",
    "    i += 1\n",
    "    if i >= 4:\n",
    "        i = 0\n",
    "        j += 1\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "del sig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Frequency components of the signal could be very interesting to look at.  This is a plot of the Fourier transform magnitude for some of the test signals.  Note that there appears to be little information in the signal above the 20,000th frequency line.  Noise appears to mostly disappear above the 25,000th frequency line.  It is difficult to translate this to a frequency because of the signal gaps noted earlier.  Still, it may be best to concentrate signal analysis on frequencies below those represented by the 20,000th frequency line.  Also, there are peaks in the frequency analysis that may be valuable to collect in some manner.  The DC component was eliminated for plotting purposes because it would otherwise dominate the plot and make the other frequencies hard to see.  Also note that while referred to as an \"FFT\" in the code below, this is actually a Discreet Fourier Transform (DFT) because the signal length of 150k samples is not a number that is a power of two."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot frequency components of the signal\n",
    "MAX_FREQ_IDX = 75000\n",
    "\n",
    "signals = ld[0:12]\n",
    "fig = plt.figure(figsize=(12, 5))\n",
    "\n",
    "for i, signal in enumerate(signals):\n",
    "    df = pd.read_csv(os.path.join(TEST_DIR, signal))\n",
    "    ad = df['acoustic_data'].values\n",
    "    ad = ad - np.mean(ad)  # remove DC component, otherwise it dominates the plot\n",
    "\n",
    "    b, a = sg.butter(6, Wn=20000 / 75000)\n",
    "    ad = sg.lfilter(b, a, ad)\n",
    "\n",
    "    zc = np.fft.fft(ad)\n",
    "    zc = zc[:75000]  # eliminate aliased portion of signal per Nyquist criteria\n",
    "\n",
    "    realFFT = np.real(zc)\n",
    "    imagFFT = np.imag(zc)\n",
    "    magFFT = np.sqrt(realFFT ** 2 + imagFFT ** 2)\n",
    "\n",
    "    plt.subplot(4, 3, i+1)\n",
    "    plt.plot(magFFT, color='tab:blue')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a set of plots of the Fourier transform, windowed by short cosine tapers near the ends.  The idea of using the window is to avoid any start up transients that might cause ringing in filters applied to the signal.  It is very interesting that windowing seems to emphasize noise.  This noise, however, would almost entirely be removed by a low pass or band pass filter.  Windows are used to force the signal to be periodic in the time domain which reduces leakage effects at the signal endpoints in the Fourier transform."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot frequency components of the signal with a gentle window\n",
    "import warnings\n",
    "from scipy.signal import hann\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "MAX_FREQ_IDX = 75000\n",
    "ld = os.listdir(TEST_DIR)\n",
    "signals = ld[0:12]\n",
    "fig = plt.figure(figsize=(12, 5))\n",
    "\n",
    "for i, signal in enumerate(signals):\n",
    "    df = pd.read_csv(os.path.join(TEST_DIR, signal))\n",
    "    ad = df['acoustic_data'].values\n",
    "    ad = ad - np.mean(ad)  # remove DC component, otherwise it dominates the plot\n",
    "\n",
    "    hann_win = sg.hanning(M=24)\n",
    "    ad_beg = ad[0: 12] * hann_win[0: 12]\n",
    "    ad_end = ad[-12:] * hann_win[-12:]\n",
    "    ad = np.concatenate((ad_beg, ad[12: -12], ad_end), axis=0)\n",
    "\n",
    "    zc = np.fft.fft(ad)\n",
    "    zc = zc[:75000]  # eliminate aliased portion of signal per Nyquist criteria\n",
    "\n",
    "    realFFT = np.real(zc)\n",
    "    imagFFT = np.imag(zc)\n",
    "    magFFT = np.sqrt(realFFT ** 2 + imagFFT ** 2)\n",
    "\n",
    "    plt.subplot(4, 3, i+1)\n",
    "    plt.plot(magFFT, color='tab:blue')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Phase plots for the Fourier transform.  The signal was windowed by small sections taken from a Hanning window along the edges in order to not cause an impulse-like transient in a potential filter at start-up.  Phase plots show what appears to be just noise. Probably limited phase features will be all that is desired for the model, perhaps just the standard deviation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import warnings\n",
    "from scipy.signal import hann\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "MAX_FREQ_IDX = 75000\n",
    "ld = os.listdir(TEST_DIR)\n",
    "signals = ld[0:12]\n",
    "fig = plt.figure(figsize=(12, 5))\n",
    "\n",
    "for i, signal in enumerate(signals):\n",
    "    df = pd.read_csv(os.path.join(TEST_DIR, signal))\n",
    "    ad = df['acoustic_data'].values\n",
    "    ad = ad - np.mean(ad)  # remove DC component, otherwise it dominates the plot\n",
    "\n",
    "    hann_win = sg.hanning(M=24)\n",
    "    ad_beg = ad[0: 12] * hann_win[0: 12]\n",
    "    ad_end = ad[-12:] * hann_win[-12:]\n",
    "    ad = np.concatenate((ad_beg, ad[12: -12], ad_end), axis=0)\n",
    "\n",
    "    zc = np.fft.fft(ad)\n",
    "    zc = zc[:75000]  # eliminate aliased portion of signal per Nyquist criteria\n",
    "\n",
    "    realFFT = np.real(zc)\n",
    "    imagFFT = np.imag(zc)\n",
    "    phzFFT = np.arctan(imagFFT / realFFT)\n",
    "    phzFFT[phzFFT == -np.inf] = -np.pi / 2.0\n",
    "    phzFFT[phzFFT == np.inf] = np.pi / 2.0\n",
    "    phzFFT = np.nan_to_num(phzFFT)\n",
    "\n",
    "    plt.subplot(4, 3, i+1)\n",
    "    plt.plot(phzFFT, color='tab:blue')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the code below, the test set \"big peaks\" seem to match the proportion with which they are found in the training data at 0.38% of signals (test set signals are all 150k samples long).  The number of earthquakes in the training set seems to be approximately proportional to the overall size relationship between the two sets. With 16 quakes in the training set we might expect 10 quakes in the test set based on their relative sizes.  As seen by the code output, there are 10 such files within the test set that exhibit the peak behavior.   However, there is also concern about the possibility of bogus peaks in the test data that do not correlate well with an actual quake.  The expectation of 10 possible quakes in the test set should be considered cautiously and as only an approximation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10\n",
      "0.38109757006168365\n",
      "10.010491371154785\n"
     ]
    }
   ],
   "source": [
    "# determine is a signal contains a 'big peak' as defined by an absolute value more than 2000\n",
    "ld = os.listdir(TEST_DIR)\n",
    "peaks = np.zeros(len(ld))\n",
    "\n",
    "for i, f in enumerate(ld):\n",
    "    df = pd.read_csv(os.path.join(TEST_DIR, f))\n",
    "    peaks[i] = df['acoustic_data'].abs().max()\n",
    "    \n",
    "peaks_lg = peaks[peaks >= 2000.0] \n",
    "print(peaks_lg.shape[0])\n",
    "print(np.float32(peaks_lg.shape[0]) / np.float32(peaks.shape[0]) * 100.0)\n",
    "print(np.float32(2624) / np.float32(4194) * 16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conclusions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It appears that this will be a difficult problem and that error is likely to be high relative to the mean time-to-failure.  There do not seem to be many obvious features in the signal to correlate with the time to system failure (an earthquake).  An examination of the Kaggle leader board confirms this as even the best scores show significant error as of the date of this Jupyter notebook.  The most obvious feature is the big signal spike just before failure.  But, as noted, it is only present in about 0.38% of 150k sample training slices.  This may make it a difficult feature to work with and 99.6% of the time the quake needs to be predicted in the absence of the major signal spike.  A great starting approach for generating features to model this problem appears to be the mass statistical feature generation used by many scripts on the Kaggle kernels section.  Much of this feature generation seems to be come from work by Lukayenko (2019), and others credited by citations in his Kaggle kernel."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The author's plan for modeling is to use the Preda (2019) kernel as a starting point for feature generation and add band pass and low pass filtering to generate additional features.  The Preda model utilizes the real and imaginary parts of the Fourier transform.  This author will be working primarily with the traditional magnitude and phase output.  Because Fourier transform phase information appears to be essentially noise, most Fourier statistics will likely be based on magnitude information.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Author Information"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Kevin Maher  \n",
    "Email: Vettejeep365@gmail.com  \n",
    "Upvotes and/or github stars appreciated!  \n",
    "This code herein has been released under the\n",
    "<a href=\"http://www.apache.org/licenses/LICENSE-2.0\"><span style='color:#337AB7;text-decoration:\n",
    "none;text-underline:none'>Apache 2.0\n",
    "</span></a> open source license.  \n",
    "The author please requests a citation for the use or derivation of this work."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### References"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hunter, J., (2007). Matplotlib: A 2D Graphics Environment.  <i>Computing in Science & Engineering</i>, 9, 90-95, DOI:10.1109/MCSE.2007.55\n",
    "\n",
    "Jones E., et al (2001). SciPy: Open Source Scientific Tools for Python, Retrieved from: http://www.scipy.org/ \n",
    "\n",
    "Lukayenko, A. (2019).  Earthquakes FE. More features and samples.  <i>Kaggle</i>.  Retrieved from: https://www.kaggle.com/artgor/earthquakes-fe-more-features-and-samples \n",
    "\n",
    "McKinney, W., (2010). Data Structures for Statistical Computing in Python.  <i>Proceedings of the 9th Python in Science Conference</i>, 51-56.\n",
    "\n",
    "Pérez, F. & Granger, B., (2007). IPython: A System for Interactive Scientific Computing.  <i>Computing in Science & Engineering</i>, 9, 21-29, DOI:10.1109/MCSE.2007.53\n",
    "\n",
    "Preda, G (2019).  LANL Earthquake EDA and Prediction.  <i>Kaggle</i>.  Retrieved from: https://www.kaggle.com/gpreda/lanl-earthquake-eda-and-prediction \n",
    "\n",
    "Rouet-Leduc, B., et al (2019).  LANL Earthquake Prediction.  <i>Kaggle</i>.  Retrieved from: https://www.kaggle.com/c/LANL-Earthquake-Prediction\n",
    "\n",
    "Rouet-Leduc, B. (2019).  Additional Info.  Kaggle.  Retrieved from:https://www.kaggle.com/c/LANL-Earthquake-Prediction/discussion/77526#latest-522727 \n",
    "\n",
    "van der Walt, S., Colbert, S. & Varoquaux, G (2011). The NumPy Array: A Structure for Efficient Numerical Computation.  <i>Computing in Science & Engineering</i>, 13, 22-30, DOI:10.1109/MCSE.2011.37."
   ]
  }
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